{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "oak_tree pine_tree streetcar rocket bed   skyscraper tank  telephone keyboard bee   crocodile shrew elephant ray   orchid otter table mushroom lizard telephone forest willow_tree palm_tree sweet_pepper fox   clock whale shark bear  clock can   forest\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    x = self.relu(x)\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc1 = nn.Linear(base_channel * 8 * 4, base_channel * 8)\n",
    "    self.fc2 = nn.Linear(base_channel * 8, base_channel * 4)\n",
    "    self.fc3 = nn.Linear(base_channel * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.fc2(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.fc3(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "01598712-6734-4930-9f2a-75286ca12563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='ResNet182'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:0,train_loss:4.2000,train_acc:4.8580,train_top5_acc:19.0040,test_loss:3.9415,test_acc:7.5900,test_top5_acc:27.8300\n",
      "epoch:1,train_loss:3.7133,train_acc:11.5040,train_top5_acc:35.0560,test_loss:3.5015,test_acc:15.4200,test_top5_acc:42.5900\n",
      "epoch:2,train_loss:3.2648,train_acc:19.3700,train_top5_acc:48.4040,test_loss:3.0773,test_acc:23.7700,test_top5_acc:53.1200\n",
      "epoch:3,train_loss:2.8611,train_acc:27.1900,train_top5_acc:59.0500,test_loss:2.8803,test_acc:28.1100,test_top5_acc:59.9600\n",
      "epoch:4,train_loss:2.5050,train_acc:34.4160,train_top5_acc:67.2800,test_loss:2.5857,test_acc:33.5900,test_top5_acc:65.7800\n",
      "epoch:5,train_loss:2.1837,train_acc:41.4560,train_top5_acc:74.0840,test_loss:2.2707,test_acc:40.3500,test_top5_acc:72.1700\n",
      "epoch:6,train_loss:1.9018,train_acc:47.6740,train_top5_acc:79.7220,test_loss:2.2615,test_acc:42.1400,test_top5_acc:72.6300\n",
      "epoch:7,train_loss:1.6733,train_acc:53.0340,train_top5_acc:83.7180,test_loss:2.2302,test_acc:42.6200,test_top5_acc:73.8400\n",
      "epoch:8,train_loss:1.4535,train_acc:58.5980,train_top5_acc:87.4500,test_loss:2.2397,test_acc:44.0800,test_top5_acc:73.7100\n",
      "epoch:9,train_loss:1.2957,train_acc:62.6840,train_top5_acc:89.7440,test_loss:2.2017,test_acc:45.6100,test_top5_acc:74.9300\n"
     ]
    }
   ],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=new_train(net,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(net,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(net.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a077bce8-56bf-4831-b9a0-153fdf5ac6f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d622dc-2b3c-43c0-a49c-4434c9d6ccd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29a6591-d197-4116-bb90-9f46e1d25918",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
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ff8zHH39c77YpU6aQl5fH6NGjGzzWbrfTs2dPbrvttgZvv/POOwkNDWXDhg0N3sewYcOOLbyItCjDMFiydwn/XPtPtuRuAaBLSBd+M/w3XHzcxbgcrjbPdLC4nGte+YG9eaVEhwUxNqlLdWE+pHsULqe9zTOJiIjIsbG8QB84cCCpqank5+fz7rvvcvXVV/PNN980WqI315w5c7j//vtb5L5aQnJiNO+s3qN50EVERESOwoQJE1i1atVRHz9z5kxmzpx52H2O5f5FpG2kZqfyxJonWJ21GoBOQZ24Zsg1XDX4KsKCwizJVFbh5YZ/r2Ln/mJ6RIfywU0TiYsMsSSLiIiItBzLC3SXy0X//v0BGDVqFD/88ANPPvkkzz//fL19ExISyMrKqrMtKyuLhISERu9/9uzZdaZ9KSgoIDExsYXSN1/ViUTXpefh8xk6IYyIiIiIiEgT/XTwJ55a8xSL9ywGwGV3cfnxl3Pd0OuIDom2LJfPZ3DrO+tYtfsgESFOXpk+RuW5iIhIgLC8QD+Uz+erM+VKbRMmTGDRokXccsst1dsWLlzY6JzpAMHBwQQH+8/JOgcmRBDstFNQ5mHXgWL6xnayOpKIiIiIiIhfSy9M51+p/+KTHZ9gYOCwOZjafyq/S/4dCeGND6hqKw99voVPfswgyGHj+atGcVx8hNWRREREpIVYWqDPnj2bs88+m169elFYWMiCBQtYvHgxn3/+OQDTpk2jR48ezJkzB4Cbb76Zk08+mUcffZRzzz2XN998k1WrVvHCCy9Y+TSaJchhZ2iPKFbvPsi6PXkq0EVERERERBqxv3Q/L/z4Au/89A4enweAM3ufycwRM+kT1cfidKbXvt/N89/sAOChi4YzsV+MxYlERESkJVlaoGdnZzNt2jQyMjKIiopi+PDhfP7555xxxhkApKWlYbfXnGRl4sSJLFiwgLvvvps777yTAQMG8OGHHzJ06FCrnsJRSe4ZzerdB0lNy+OCET2tjiMiIiIiIuJXCsoLmLdhHq9tfo1STykAE7tP5A8j/8CQrkMsTlfj6y3Z3PufDQD88fTjuHCk3t+JiIgEGksL9Jdffvmwty9evLjetosvvpiLL764lRK1jeTEKABS9+RbnERERERERMR/lHnKeGPLG7y0/iUKygsAGB4znJtH3szYbmMtTlfXhr35zFiwBp8BvxrVkz+c1t/qSCIiItIK/G4O9I5gRGJnADbvK8Dt8RLsdFicSERERERExFof7/iYx1c9TnZpNgD9ovrx+5G/59TEU7HZbBanq2tvXinT5/1ASbmXE/rHMOfCYX6XUURERFqGCnQLJHYJpXNYEAdLKtiSUUhyYrTVkURERERERCwzf+N8/rHqHwB0D+/OTSk38Yu+v8Bh97/BRvmlFUx/ZSU5hW4GJUTwrytHEuSwH/lAERERaZdUoFvAZrORnBjN4q05pKbnqUAXERERaaJvvvmG3/72t4SEhNTZ7vP5OPnkk1m5ciVut7vecUVFRWzcuJEnnniCV199Faez7svg8vJy7rrrLsaPH8/ZZ59NWFhYvfvo06cPH3zwQcs+IRFh3oZ5PLr6UQCmD53OzJSZuBwui1M1rNzj48bXVvNTVhHxkcHMvWYMkSFBVscSERGRVqQC3SLJPc0CfV16ntVRRERERNqN0tJSLr30Uv7yl7/U2b5r1y7uuOMObDYbqamp9Y6bPHkyhmFw8OBBnn76aSZPnlzn9nnz5lFYWEhFRQUTJ05k3rx59e5j/PjxLfdERASAuRvm8vjqxwG4MflGbkq5yeJEjTMMgzve/5Fl2w8Q7nIw95oxdI8OtTqWiIiItDIV6BZJ6RUNQOqePEtziIiIiIiIWOHl9S/zxJonALgp+SZuTLnR2kBH8OSin3l/zV4cdhtPXzGSId2jrI4kIiIibUAFukWSe0YDsCOnmPySCqLC9LU/ERERsZhhQEWJNY8dFAY6AZ9Ih/HS+pd4cs2TANyUchM3Jvt3ef7u6j088eXPAPz1/KGcMjDO4kQiIiLSVlSgW6RLuIteXcJIyy3hx715nDgg1upIIiIi0tFVlMDfu1vz2HfuA1e4NY8tIm3qxR9f5J9r/wnAjJQZ/C75dxYnOryl2/Zzx3s/AnDj5H5cPq6XxYlERESkLelU4RaqOnmo5kEXEREREZGO4IUfX6guz38/4vd+X55vzSzkd6+uxuMzOC+5O386c6DVkURERKSNaQS6hVISo/nvun2kpudbHUVERETEnEblzn3WPbaIBLTn1j3HM6nPAPCHEX/ghuE3WJzo8LIKypj+ykoK3R7GJnXhHxcPx27XVFMiIiIdjQp0C6UkmiedSU3PwzAMbJr3U0RERKxks2kaFRFpFc+ue5Z/pf4LgJtH3sz1w663ONHhFbs9XDvvB/bll9E3JpznrxpFsNNhdSwRERGxgKZwsdCQ7lE47Tb2F7nZl19mdRwREREREZEW92xqTXl+y8hb/L4893h9zFywho37Cuga7mLe9LF0DndZHUtEREQsogLdQiFBDgZ1iwA0D7qIiIiIiASef6X+i3+tM8vzP476I9cNu87iRIdnGAb3fbSRr7fmEBJk56WrR9Orq6aYEhER6chUoFssuWc0YE7jIiIiIiIiEggMw+CZ1Gd4dt2zANw66lauHXqtxamO7Plvd/D6ijRsNnjy0hGM6NXZ6kgiIiJiMRXoFktOjAZUoIuIiIiISGCoKs+fW/ccALeNvo1rhl5jbagm+O+6fTz4vy0A3HPuYKYMSbA4kYiIiPgDnUTUYimVBfr6Pfl4vD6cDn2mISIiItKYqKgoPv74Yz7++ON6t02ZMoW8vDxGjx7d4LF2u52ePXty2223NXj7nXfeSWhoKBs2bGjwPoYNG3Zs4UU6AMMweGrtU7y4/kXALM+vHnK1xamO7Iddudz69joApk9K4toT+licSERERPyFCnSL9YvtRKdgJ0VuD9tyihiUEGl1JBERERG/NWHCBFatWnXUx8+cOZOZM2cedp9juX+RjuzQ8vxPo//EtCHTLE51ZNtzirjh36so9/o4c3A8d5872OpIIiIi4kc03NliDruNYT2iAEhNy7M2jIiIiIiIyFEwDIMn1zxZXZ7fPub2dlGe7y9yM/2VH8grqSA5MZonLx2Bw26zOpaIiIj4ERXofqBqHvR1e/IszSEiIiIiItJchmHwxJoneHnDywDcMfYOrhp8lcWpjqyswsv181eRlltCYpdQXr56NKEuh9WxRERExM9oChc/kFJ9ItF8a4OIiIhIh+Pz+ayOEBD0c5SOyjAMHl/zOK9seAUwy/Mrjr/C4lRH5vUZ3PJmKqnpeUSFBjFv+lhiOgVbHUtERET8kAp0P1BVoP+UVUhJuYcwl/5YREREpHW5XC7sdjv79u0jNjYWl8uFzaZpC5rLMAzKy8vJycnBbrfjcrmsjiTSZgzD4LHVjzFv4zwAZo+dzeXHX25tqCb6+6eb+WxjJi6HnRenjaZfbCerI4mIiIifUlPrBxKiQoiPDCarwM2GvQWM7dPF6kgiIiIS4Ox2O3369CEjI4N9+/ZZHafdCwsLo1evXtjtmiFROgbDMHh01aPM3zQfgDvH3cllgy6zOFXTzFu6k5eX7ATgkYuH6/2XiIiIHJYKdD+R3DOaLzZlsS49Ty/gREREpE24XC569eqFx+PB6/VaHafdcjgcOJ1OjeCXDsMwDB5Z9QivbnoVgLvH3c0lgy6xOFXTfPNTDvd/vAmAP00ZyPkpPSxOJCIiIv5OBbqfSOllFuipOpGoiIiItCGbzUZQUBBBQUFWRxGRdsAwDB7+4WFe2/waAPeMv4dfD/y1xamaxjAMHv5sC4YBvx7dk5sm97M6koiIiLQD+o6pn0jpGQ1AalqepTlEREREREQa0p7Lc4DlOw6wcV8BIUF2Zp99vL41IiIiIk2iAt1PDO0Zhc0Ge/NKySl0Wx1HRERERESkmmEYPPTDQ9Xl+b0T7m1X5TnAS9+Z857/alRPOofrhL8iIiLSNCrQ/URkSFD1md9/1DQuIiIiIiLiJwzD4MGVD/L65tcBuG/CfVx83MUWp2qebdmFfLUlG5sNrjuhr9VxREREpB1Rge5HUhKjAViXnmdpDhERERERkSovrn+RBVsWYMPG/RPv51fH/crqSM328hJz9Pnpx8fTJybc4jQiIiLSnqhA9yPJlQX6WhXoIiIiIiLiB1ZkrOCZ1GcAuHv83Vw44EKLEzXf/iI3763ZC8ANJ2r0uYiIiDSPCnQ/UnUi0XXpeRiGYW0YERERERHp0LJLsrn929vxGT6m9p/a7uY8r/Lq8t2Ue3wk94xiTFJnq+OIiIhIO6MC3Y8M6haBy2mnoMzDrgMlVscREREREZEOyuPzcPu3t5NblsuAzgO4c9ydVkc6KmUVXl77fjcA15/YF5vNZnEiERERaW9UoPuRIIedod0jAUhNP2hxGhERERER6aieWvsUq7NWEx4UzmMnP0aoM9TqSEflg7V7OVBcTo/oUM4emmB1HBEREWmHVKD7meTqE4nmWxtERERERDqcZ555hqSkJEJCQhg3bhwrV65sdN+KigoeeOAB+vXrR0hICMnJyXz22WdtmFZayzfp3zB3w1wA7p94P0lRSdYGOko+n8FL3+0AYPqkJJwOvf0VERGR5tMrCD+TUlmgp+pEoiIiIiLSht566y1mzZrFfffdx5o1a0hOTmbKlClkZ2c3uP/dd9/N888/z1NPPcWmTZv43e9+xwUXXMDatWvbOLm0pL1Fe7lziTldy+WDLmdK0hSLEx29xT9lsz2nmIhgJ5eMSbQ6joiIiLRTKtD9TFWBvmlfAeUen7VhRERERKTDeOyxx7jhhhuYPn06gwcP5rnnniMsLIy5c+c2uP+rr77KnXfeyTnnnEPfvn258cYbOeecc3j00UfbOLm0lHJvObcuvpWC8gKGxQzjttG3WR3pmLz47U4ALhvXi4iQIIvTiIiISHulAt3P9OoSRnRYEOVeH5szCqyOIyIiIiIdQHl5OatXr+b000+v3ma32zn99NNZvnx5g8e43W5CQkLqbAsNDWXJkiWtmlVazyM/PMLGAxuJdEXyj5P/QZCj/ZbOG/bms3zHAZx2G9dMTLI6joiIiLRjKtD9jM1mI7lnNADr9uRZmkVEREREOob9+/fj9XqJj4+vsz0+Pp7MzMwGj5kyZQqPPfYYP//8Mz6fj4ULF/L++++TkZHR6OO43W4KCgrqLOIfPtv5GW9ufROAOSfOoXun7hYnOjZVc5+fO7wb3aPb5wlQRURExD+oQPdDmgddRERERPzdk08+yYABAxg0aBAul4uZM2cyffp07PbG32LMmTOHqKio6iUxUfNS+4Od+Tu5b9l9AFw/7HpO6nmSxYmOTUZ+KR//aH6Qc8OJfS1OIyIiIu2dCnQ/VFWgr1OBLiIiIiJtICYmBofDQVZWVp3tWVlZJCQkNHhMbGwsH374IcXFxezevZstW7bQqVMn+vZtvLCcPXs2+fn51Ut6enqLPg9pvlJPKbMWz6LEU8Lo+NHMSJlhdaRjNm/pLjw+g/F9uzC0R5TVcURERKSdU4Huh4b3NF/kbc8pJr+0wuI0IiIiIhLoXC4Xo0aNYtGiRdXbfD4fixYtYsKECYc9NiQkhB49euDxeHjvvfc4//zzG903ODiYyMjIOotYxzAM/vb939iWt42uIV15+KSHcdqdVsc6JkVuDwtWpgEafS4iIiItQwW6H+raKZjELuY8fev35FucRkREREQ6glmzZvHiiy8yf/58Nm/ezI033khxcTHTp08HYNq0acyePbt6/xUrVvD++++zY8cOvvvuO8466yx8Ph+33367VU9BmumDbR/w0faPsNvsPHLyI8SGxVod6Zi99UM6hWUe+saGc8rAOKvjiIiISABo38MLAlhKYmfSc0tZtyePEwbEWB1HRERERALcJZdcQk5ODvfeey+ZmZmkpKTw2WefVZ9YNC0trc785mVlZdx9993s2LGDTp06cc455/Dqq68SHR1t0TOQ5tiau5W/r/g7ADNTZjImYYzFiY6dx+tj7pKdAFx/Ql/sdpvFiURERCQQqED3U8k9o/jvun2sTcuzOoqIiIiIdBAzZ85k5syZDd62ePHiOusnn3wymzZtaoNU0tIKywuZtXgWbq+bE3ucyHXDrrM6Uov4bGMme/NK6Rru4sKRPayOIyIiIgFCU7j4qaoTiaam52EYhrVhREREREQkIBiGwX3L7iOtMI1u4d34+wl/x25r/28LDcPgxe/M0edXju9NSJDD4kQiIiISKNr/K6UANaR7FA67jf1FbjLyy6yOIyIiIiIiAeD1za+zcPdCnHYn/zj5H0SHRFsdqUWs2n2Qdel5uJx2rprQ2+o4IiIiEkBUoPupUJeDQQkRAKxLz7M2jIiIiIiItHvrctbx6KpHAbht9G0Mjx1ucaKW8+K3OwC4aGQPYjoFW5xGREREAokKdD+WXGsaFxERERERkaOVV5bHbd/chsfwcGbvM7l80OVWR2oxO/cXs3BzFgDXndDX4jQiIiISaFSg+7GUntGACnQRERERETl6PsPH7CWzySzOpHdkb+6feD82m83qWC1m7pKdGAacOiiO/nGdrI4jIiIiAUYFuh9L6RUNwPq9+Xh9OpGoiIiIiIg030vrX2LJ3iUEO4J59ORH6eQKnJL5YHE576xOB+D6E/tYnEZEREQCkQp0P9YvthPhLgcl5V5+zi60Oo6IiIiIiLQzKzNW8kzqMwDcNe4uBnYZaHGilvX6it2UVfgY0j2SCX27Wh1HREREApClBfqcOXMYM2YMERERxMXFMXXqVLZu3XrYY+bNm4fNZquzhISEtFHituWw2xjWMwrQiURFRERERKR5ckpyuP3b2/EZPqb2n8oFAy6wOlKLcnu8zF++G4AbTuwbUNPSiIiIiP+wtED/5ptvmDFjBt9//z0LFy6koqKCM888k+Li4sMeFxkZSUZGRvWye/fuNkrc9mpOJJpvbRAREREREWk3PD4Pf/r2TxwoO8CAzgO4c9ydVkdqcf9J3UdOoZtuUSGcO7yb1XFEREQkQDmtfPDPPvuszvq8efOIi4tj9erVnHTSSY0eZ7PZSEhIaO14fmFEZYGuEegiIiIiItJUT699mtVZqwkPCuexkx8j1BlqdaQWZRgGL3+3E4BrJiYR5NDspCIiItI6/OpVRn6+Ocq6S5cuh92vqKiI3r17k5iYyPnnn8/GjRvbIp4lqkagb80qpLTca20YERERERHxe9+kf8PLG14G4P6J95MUlWRtoFbw7c/72ZpVSLjLwaVje1kdR0RERAKY3xToPp+PW265hUmTJjF06NBG9xs4cCBz587lP//5D6+99ho+n4+JEyeyZ8+eBvd3u90UFBTUWdqThMgQ4iKC8foMNuzTNC4iIiIiItK4vUV7uXOJOV3L5YMuZ0rSFIsTtY6XvtsBwCVjehEVGmRxGhEREQlkflOgz5gxgw0bNvDmm28edr8JEyYwbdo0UlJSOPnkk3n//feJjY3l+eefb3D/OXPmEBUVVb0kJia2RvxWY7PZSNE0LiIiIiIicgTl3nJuW3wbBeUFDIsZxm2jb7M6UqvYnFHAdz/vx26D6ZOSrI4jIiIiAc4vCvSZM2fy8ccf8/XXX9OzZ89mHRsUFMSIESPYtm1bg7fPnj2b/Pz86iU9Pb0lIrepmhOJ5lmaQ0RERERE/Nc/Vv2DDQc2EOmK5B8n/4MgR2COzH6pcu7zs4d1I7FLmMVpREREJNBZWqAbhsHMmTP54IMP+Oqrr+jTp0+z78Pr9bJ+/Xq6dWv4rOvBwcFERkbWWSxjGOBxN/uwFBXoIiIiIiJyGJ/t/Iw3trwBwJwT59C9U3eLE7WOrIIyPlq3F4AbTuxrcRoRERHpCCwt0GfMmMFrr73GggULiIiIIDMzk8zMTEpLS6v3mTZtGrNnz65ef+CBB/jiiy/YsWMHa9as4corr2T37t1cf/31VjyFpsvcAK+cDV/+pdmHDusZhc0Gew6Wsr+o+QW8iIiIiIgErp35O7lv2X0AXD/sek7qeZLFiVrP/GW7qPAajEnqXD3QSERERKQ1WVqgP/vss+Tn5zN58mS6detWvbz11lvV+6SlpZGRkVG9fvDgQW644QaOP/54zjnnHAoKCli2bBmDBw+24ik0XVEWpC2HlS9Azk/NOjQyJIh+sZ0A+HFPXiuEExERERGR9qjUU8qsxbMo8ZQwOn40M1JmWB2p1ZSUe3h9RRoA12v0uYiIiLQRp5UPbhjGEfdZvHhxnfXHH3+cxx9/vJUStaL+p8FxZ8FPn8EXd8EV7zTr8OSe0WzLLiI1LY9TB8W3UkgREREREWlPHlr5ENvyttE1pCsPn/QwTrulb/Fa1Tur9pBfWkFS1zBOP17viURERKRt+MVJRDuMM/8P7EHw8xfw85fNOjQlMQqA1D35rZFMRERERETamY37N/Lez+9hw8bDJz1MbFis1ZFajddn8PIS8+Sh153QB4fdZnEiERER6ShUoLelmP4w7rfm9c9ng7eiyYemJHYGYF16XpNG7ouIiIiISOAyDINHVz8KwC/6/oKx3cZanKh1LdyUSVpuCdFhQfxqVKLVcURERKQDUYHe1k6+HcJiYP9P8MNLTT5sYEIELqed/NIKdh8oacWAIiIiIiLi777b+x0/ZP6Ay+5i5oiZVsdpdS9+Z44+v3Jcb0JdDovTiIiISEeiAr2thUTBqXeb1xfPgeIDTTrM5bQzpHskAKnpea0UTkRERERE/J3H5+GxVY8BcMXgK+jeqbvFiVrXmrSDrN59EJfDzrSJva2OIyIiIh2MCnQrjJwG8cOgLB8W/73JhyX3jAZUoIuIiIiIdGT/2fYftudvJyo4iuuHXW91nFb30nc7ADg/pTtxESEWpxEREZGORgW6FewOOGuOeX3VXMja1KTDRvSKBmDdnrzWySUiIiIiIn6tpKKEZ1KfAeC3w39LpCvS4kStKz23hM82ZAJw/Yl9LU4jIiIiHZEKdKv0ORGOPw8Mn3lC0SacGLRqBPrGfQWUe3ytHFBERERERPzN/E3zySnNoWennlw68FKr47S6l5fsxGfAiQNiGJgQYXUcERER6YBUoFvpjL+CIxh2LIat/zvi7r27hhEVGkS5x8eWzILWzyciIiIiIn5jf+l+XtnwCgA3j7yZIEeQxYlaV35JBW+vSgfgBo0+FxEREYuoQLdSlz4wYYZ5/Yu7wOM+7O42m43kxGgA1mkedBERERGRDuXZ1Gcp9ZQytOtQpiRNsTpOq1uwMo2Sci+DEiI4cUCM1XFERESkg1KBbrUTZ0GneMjdASueO+LuKZUFemp6fisHExERERERf7Ejfwfv/fweALeOvhWbzWZxotZV7vExb9lOAK47oU/AP18RERHxXyrQrRYcAafdZ17/5hEoyj7s7imJUQCkph9s7WQiIiIiIuInnlj9BF7Dy+TEyYxOGG11nFb38Y/7yCpwExsRzC9TulsdR0RERDowFej+IPky6D4Cygvhq78eftfKE4luzymmoKyiDcKJiIiIiIiVVmet5uv0r3HYHPxx1B+tjtPqDMPgxe/M0efXTEwi2OmwOJGIiIh0ZCrQ/YHdDmc9aF5f8ypkrGt0166dgknsEgrA+j2axkVEREREJJAZhsFjqx4D4MIBF9I3KvBPprls+wE2ZxQQGuTginG9rI4jIiIiHZwKdH/RazwMvQgw4LPZYBiN7lo1Cj1VJxIVEREREQlon+/+nB/3/0ioM5SbUm6yOk6bePG7HQBcPLon0WEui9OIiIhIR+e0OoDUcvr9sOVT2L0UNv0HhkxtcLeUxGg+/jFDBbqIiIiISACr8Fbw5OonAZg+ZDoxoTEWJ2p9P2cVsnhrDjYbXDupj9VxREQkQBiGYQ5WNQzw+cAwarYdbr3qus8HBmD4qvcxaq8bBragoHoLQUF+dSJswzAwKiowyssbXHxuN0ZFBXi9GB5P9YLXi1FRdb1quxfDU1FzW+V2PJXHej1QvV/lcZX3YXi9BPdJIu6226z+kTSJCnR/Ep0Ik26Gbx6EhffAcWdBUEi93ZITowFzBLphGH71F1FERERERFrGW1vfYk/RHmJCY7h6yNVWx2kTLy8x5z4/c3A8STHhFqeRjs7w+fCVlOIrKcYoKcFXtRQX17pea3vlAuCIjMQRFYk9MhJHZBSOqEgckZHYo6JwREXhiIgwy7UOyvB68ebn49m/H19hoVk2BodgDwnGFmwu9spLm0PnQQhEhteLNy8PX2kpRlkZvjI3hrsMX1kZhtt9yLZat5W58bkrL8tKMWrvU1ZmFsCHXFJh8TkEGyjWba6q664Gi/fGFgyf+dzKGy7BfRXljd5mlJeb5bif8CYnWx2hyVSg+5tJN8PaVyEvDZY/DSfV/yRmaPcoHHYbOYVuMgvK6BYVakFQERERERFpLQXlBTz/4/MAzEiZQVhQmMWJWl9OoZv31+4F4IYTA3+ud3/kKy83C638fLxVS14+RkW5OfrS6wPDh+H1VY7KrLxu+DC8XvAZGD7zEp+3wWOqbq/ez+vFMMyRnTa7DWx28zxhdhu2ply32yuPaey6veZ+bTazaDu0+K5diNdajNLSVv1528PCzEI9sqpcryzbGyrfo6LMdT8u333l5Xhzc/HsP4D3wH48B3LxHNiPd/8BPLm5tbYdwJuba/4ONUVQUHWZXl2qh4TUuh6M3WVuswW7sAeHmPuGBGNzVd4eHGz++Xu85u9mrUvD5zVHzPq85u+j12eOlPX6zBG0dS6r9mns+Mrfcwzz97tqpPIR1sHA8B1hNHTVMZgf0DhjYnDGxuKMrbqMxVG9LQ57eJhlAy69RUV4srLwZGdTkZWFJysbT3Y2nuwsKrKzzfWcHPB6Lcl3VGw2898dm838uR66DubI6vLy+sdWVJijvts4cpMEBWEPCsLmctVdnE5wOrA5g7A5HPXXg5zgcGJzOs0PuRq7zekApxNbA+vOuFirn32TqUD3N64wcyqX96+H7x6DlCsgsludXUJdDgbGR7Apo4DUtDy6DVOBLiIiIiISSF5e/zJ57jz6RvVlav+pVsdpE69+v5tyj4+UxGhG9e5sdZx2zVdWVl1+e/Py8Obn4c3PrynG82oV5PlV++S3emHcbtntZtl9yGILr7UeHl55PRwMA29BPr6CArz5BebPuKDA/PkXFOArKgKoLuo9GRnNjxQWhi00FHtIiFkmN3QZGoI9OAR7aIg5uvtwlyGhZuF8yKWvzF23DK++PFCvIPcVFDT7eTiio7FHRmJ4KipHErvNEcMeT81OFRX4KiqgqIh2VLe2Kk9mJu6ffjrsPrbQULNMryrVY2qK9urSPSYGR5cuTR7lb5SX48nJqSnBq0rxquuVpXnVNzGOyGar+TCk1qX5oUfty6pvJ9Rc1tknJKTObebvcNUHKSFm+Wuv/OANKj9gqyzAsVV+yHbkgrxJPyOj8oPBqtK8oaX80G3lDe5HvePKwWY3PzhyucxR7C4X9kPL7yDX4W+v3i/I/FnIEalA90fDfgUrX4A9K2HR/XDBc/V2SU6MNgv0PXmcPaxbA3ciIiIiIiLtUUZRBq9teg2AWaNm4bQH/tu2sgovr32/GzBHn2uayoYZ5eWUp6fj3r6d8h07Kd+Tbo4YP6QQN9zuo38Qu71yBHQU9ugoHJFR2IJd5qhvh8MsW+x2bI7KEd4Oe+U2R+XIb0flqO8m7ld1u81WOY+wzxy57jvkus9njlT3GTWj3xu93vjx9uCQmrK7VgFuq1OOh9e9LTi4RX8nDY8Hb2GhWbBXluy+gvzq63XK94LK9coivnb5TkmJ/xXKTifOLl1wxHTF2aUrzq5da67HdMVR+7JL50ZH0hsej1mml5djVE7pUWdqjsrFV126l2G4y81vGLjdNdN6VF73ucvMP0O7wyyLHVWXdmwOZ/Xl4W+zm6NqHfZa+ziw2R3mqFqH0yxiq779YKtV1Da4Xqu4PXS9oWIXG9htYIA3Lw9PTg6e/Tl4cnLw7t+PJzunctt+fMXFGKWlVKSlUZGWdvg/M4fD/DOLrVu025xBNaPIs82C3HvgQJN/FewRETjj4wiKi8cZF4czPh5nXCxB8fGV1+Nwdu1qltsBxGazmSOsnU4I1YDXQBFYv6WBwmaDsx+EF0+FdW/AmBug56g6u4xIjOaNlWms04lERUREREQCytOpT1PuK2d0/GhO6nmS1XHaxEep+8gtLqdHdChThsRbHcdy3qIiynfuNIvy7Ttw79xB+fYdlKen1x2ZezhOpzndx6FLdFTNPNxR0dXbqm63R0RoRGIrszmdODt3hs7N/6aF4fWao9gLC/GVlpkl8WEuq+aIbvyyDKO01Cyaa13WyRsWhrNr18piPKamIO8ag7NrFxxdzaLc2bUr9qioFvmwwVZZQNrDdS6Eo+ErKaku0z05OXhyqi5rb8sxp9LxeqvX3Ww+4n3bgoLM8ruyFA+Kr7xeWZRXrdvDAn/qMek4VKD7qx6jIPkys0D/7A647guzWK9UdSLR9Xvy8foMHHaN0BARERERae+25G7hv9v/C8Bto2/rECOxDcPglWW7ALh6Ym+cjo5R3hqGgScnh/IdO3HvMIvy8p07cG/fgScrq9Hj7GFhuPr2JbhfX4J69zbLzKryu6oUj462dP5jaT02h+Ooy/emMgzDPNlgaak5/YOK0HbHHhaGq3dvXL17H3Y/w+Mxp+KpHMlePZo9JwejwmOOFI+PI6h6BHkcjs6d9W+LdDgq0P3ZaffBpo/MqVzWvwvDL66+qX9cJ8JcDorLvWzLLmJgQoSFQUVEREQkEDzzzDM88sgjZGZmkpyczFNPPcXYsWMb3f+JJ57g2WefJS0tjZiYGH71q18xZ84cQkJC2jB1YHls1WMYGJzd52yGxAyxOk6bWLEzl80ZBYQGObhkdC+r47Q4w+OhYs8e3Dt2Ur5jO+7tOyjfsQP3jh34CgsbPc4RG0Nwn764+vUluG8/XH37ENyvH874eJVX0qpsNhu24GAIDrY6irQym9NJULw5alxEGqcC3Z9FdoMTZ8FXf4Uv74NB54DL/PqSw25jWI8oVuzMZV16ngp0ERERETkmb731FrNmzeK5555j3LhxPPHEE0yZMoWtW7cSF1f/jfWCBQu44447mDt3LhMnTuSnn37immuuwWaz8dhjj1nwDNq/pXuXsjxjOUH2IP4w4g9Wx2kz85buAuCCkT2ICmt4PuT2xJOTQ/5HH1H643rKd+ygfNcu82RwDbHbCUrsWb8o79sXR1RU2wYXERGRBqlA93cTZsKa+ZCXBkv/CafMrr4ppVc0K3bmkronj1+PSbQwpIiIiIi0d4899hg33HAD06dPB+C5557jk08+Ye7cudxxxx319l+2bBmTJk3i8ssvByApKYnLLruMFStWtGnuQOH1eXl09aMAXDboMnpG9LQ4UdvYc7CELzZlAjB9YpK1YY6BYRiUrFjJwbfepHDhl/XmKbcFB+PqYxbjrn59Ce7XD1efvriSemPXKF8RERG/pgLd3wWFwBl/hXeuhqVPwIgrIdosy1N6RgOQmpZnWTwRERERaf/Ky8tZvXo1s2fXDNaw2+2cfvrpLF++vMFjJk6cyGuvvcbKlSsZO3YsO3bs4NNPP+Wqq65q9HHcbjdut7t6vaCgoOWeRDv33x3/5eeDPxPhiuA3w39jdZw28+ry3fgMOKF/DAPi29+3ar35+eR/+CEH33yL8p07q7eHJicTceaZBPfvh6tfP4K6d9eJOUVERNopFejtweDzofck2L3UnMrlV3OBmhOJbs0qpLTcS6jLYWFIEREREWmv9u/fj9frJT4+vs72+Ph4tmzZ0uAxl19+Ofv37+eEE04wT4bo8fC73/2OO++8s9HHmTNnDvfff3+LZg8EpZ5Snlr7FAC/GfYbooI7xtQdJeUe3liZBsA17Wj0uWEYlP34IwfffIuCTz/FqPxQyB4WRuQvz6PzJZcQcvzxFqcUERGRlqKPwNsDmw3OmgPYYMN7kPY9AN2iQoiNCMbrM9i4L9/ajCIiIiLSoSxevJi///3v/Otf/2LNmjW8//77fPLJJ/z1r39t9JjZs2eTn59fvaSnp7dhYv/1+ubXyS7Jpnt4dy47/jKr47SZD9fuo6DMQ++uYZw6yP9PYOcrLubgW2+z86KL2HXJpeR/8AGG203wwIEk/OU++n/7Ld3+8heV5yIiIgFGI9Dbi27JMPIqWPNv+N+f4YavsdntpCRGs3BTFqnpeYxO6mJ1ShERERFph2JiYnA4HGRlZdXZnpWVRUJCQoPH3HPPPVx11VVcf/31AAwbNozi4mJ+85vfcNddd2FvYLqK4OBggjXfcx25Zbm8tP4lAH4/8vcEOzrGz8cwDOYtM6c8mTYhCbvdZnGixpVt/Ym8t94k/z8f4SsuBsDmchF59llEX3opoSkp2Gz+m19ERESOjUagtyen3gOuCMhIhXVvAJBSOY1LanqeZbFEREREpH1zuVyMGjWKRYsWVW/z+XwsWrSICRMmNHhMSUlJvZLc4TCnFDQMo/XCBpjn1z1PcUUxx3c5nnP6nGN1nDazbPsBfsoqItzl4OLR/nfCVJ/bTf5HH7Hr8ivYef75HFzwBr7iYly9exP35z/T/5vFdH/oIcJGjFB5LiIiEuA0Ar096RQHJ/8JFt4Li+6Hwb8kufJEouv25FkaTURERETat1mzZnH11VczevRoxo4dyxNPPEFxcTHTp08HYNq0afTo0YM5c+YAcN555/HYY48xYsQIxo0bx7Zt27jnnns477zzqot0ObzdBbt5e+vbANw6+lbsto4zvumVpbsA+NWonkSGBFkbppby3bs5+Nbb5L//Pt68PHOjw0HEaafR+bJLCRs3TicDFRER6WBUoLc3434Hq+dB7g747jGGn2CepCk9t5QDRW66duoYX/kUERERkZZ1ySWXkJOTw7333ktmZiYpKSl89tln1ScWTUtLqzPi/O6778Zms3H33Xezd+9eYmNjOe+88/i///s/q55Cu/PkmifxGB5O7HEi47qNszpOm9l9oJhFW8zpgqb5wclDjYoKCr/+mrw336J42bLq7c5u3ej864uJuvAiguL9f452ERERaR02o4N9v7KgoICoqCjy8/OJjIy0Os7R2fIpvHkZOIJhxgpOe2U323OKmXvNaE4dFG91OhERERGpJSBef7aSjvyzSc1O5ar/XYXdZufd895lQOcBVkdqM3/9eBMvL9nJycfFMv/asZblqMjMJO/td8h791082dnmRpuN8JNOpPMll9LppBOxOTXmTEREJFAc7WtPvRpojwaeDX0nw47FsPAekhNvY3tOManp+SrQRURERET8nGEYPLrqUQCm9p/q9+W55+BByn78EUdMDMH9+mEPCTnq+yp2e3j7h3QApk9KaqGETecrLqZkzRoOvvkWRV9/DT4fAI6uXYm+6CKif30xrp7+Nye7iIiIWEcFentks8GUOfDcJNj8X6aMOZ/3CWOdTiQqIiIiIuL3vkr7itScVEIcIcxImWF1nHp85eWUrllL8bJlFC9dStmmTVD1xWWbjaBeiQQPGGAu/fubl0lJ2FyuI973e2v2UOj20DcmnJMGxLbac/AWFVO+fRvubdtxb9+Oe/s2yrdtp2Lv3jr7hY0ZQ+fLLiXi9NOblF9EREQ6HhXo7VX8YBh9LfzwEidtfww7d7JuTx6GYegs8FYyDPC4wVMKFWXgqVwqSiGyB0ToGwIiIiKtxjDAW27+v1v9f3BZ3f+XuyVDWBerk0oHVuGr4PE1jwMwbcg04sKsn1vbMAzKd+ygeOlSipYupWTlDxilpXX2cSUl4c3Lw5uXR8XuNCp2p1H05aKaHZxOgvsk4aoq1CvLdVevXtgqTyrr8xnMW7YLgKsnJmG3H/v7Fm9BgVmQbzMLcrMs344nI6PRYxyxMUSedTadL72E4H79jjmDiIiIBDYV6O3Z5Dth/TuE5m7iCudiXi05ld0HSkiKCbc6WfvhKYcdX0PxfvPNtcdd86a7+rLsMLeV1i/Maey0AjZIOgGGXgiDp+rNu4iItH+GAT4v+CrM4trrMS99FeCtWhpar9yvapuvouGy+7D/D9f+/7cp/w9XuupD6HdKW/x0RBr07k/vsrtgN11CunDt0Gsty+E5eLByhLk5ytyTlVXndkdMDOETJ9Bp0iTCJkwgKC4OwzDwHjiA++efK5dt1dd9xcWV69so/N9n1fdjCw7G1a8vwf37s69zd7purYCYHlw4onuz8nrz8iqL8sqyvHJ0efXc5Q1wxsYSPKA/rn79Ce7Xj+D+/XD164ezc+fm/bBERESkQ1OB3p6Fd4XJs+GzO7g16B0+9Ixn3Z48FehNVXwA3roS0pa1zv3b7OAMhaAQcLigMAN2fWcun/4J+p0KQ38Fg86B4IjWySAi0p54PWB3mFOVSevxVkBpHpQeNJeyWterl1rb3AV1y+5DC/AjFdaWsUFQKDhDKi+Dzf+XncFWB5MOrKi8iOfWPQfAjck3Eh7Udq/bq6dlWbrUnJZl8+aaaVkwi+6wUaMInzSJ8BMmEXzccfW+2Wqz2XDGxOCMiSF8woTq7YZh4MnMrF+sb9+OUVaGe9Nm3Js20wl4oPKYfV89imtA/7rTwAwYgM3prCzIa8py9/btePfvb/S5ORMSKgvy/rj69yO4X3+C+/XFERXVkj9CERER6aBUoLd3Y66HVXOJ3v8Tv3d+QGr6YM5P6WF1Kv+3/2d4/WI4uBOCIyFxnFl0V72xrvOGO6TyekhNId7YfrXfoDuC6pZAeWmw4X3Y8C5kroefvzAXZygcNwWG/Qr6n2Hev4hIIKkohcJMKMoyP0wsrLw8dL0sD+xO89/lkKjKpfJ68CHrIVG19ousu253tO7zqZ6uq9Yo6er1qsty8/8Am73+YndUXj/0dsch67ZD9m9gqSitX343WIgfhNJ887K8sHV/PjaH+X+gw2X+eTpcletBYK/c7qjcbg+qua3q/8+gkFr/9zb2/3ATbne49GGM+J25G+aSW5ZLUmQSFx13Uas+lmEYlG/fbk7LsmxZg9OyBA8caBbmkyYSNmrUUZ8c1GazEdStG0HdutHppJNqMni9VOzdi/vnn8lI3ciX//uepIJM+pTk4CspoWzdj5St+7HJjxPUvbtZkPcfUGdEuaNTp6PKLSIiItIUKtDbO0eQeULR1y/iGsdn/HHn+cAQq1P5t53fmSPPy/Iguhdc/g7EDWr9x43uBSfcYi45P8GG98wy/cA22PShuQRHwqBfwLCLoM9ks2AQEfFX5SVQlNl4IV61Xpbf9Pv0eaA011yOlqvT4Ut2h6uR0ruJl1730WfzJyFRENrZXEKia65XL5XbgiPNcvtIBXjVut1u9TMT8UtZxVm8uulVAG4ZdQtB9qAWfwxPbi7Fy5cfdlqWTpMmmqX5hAk4Y1vvJJ4ANocDV69euHr14tHiBObl9OP04+N48fIUytPSzFHqP1WOWt+2jfLdu8EwCOrZs6Yg79/fHFHetw/2cH3TVkRERNqe2rlAMOB0SnqfRtjuRVy0/znKPRfjcurNa4PWvgb/vdksaHqOhUsXQKfWfePQoNjj4JTZMPkOyFhnFukb3oeCvbBugbmExcCQqTD0Ikgcr0JCRI6ez2uWv153ZQnsPmS9rIFttdfLoKygshDPrBxNntm8YtwZAhEJ0CnBvKxaaq+Hx5rTgpTlm49Xlm9OH1KW18C2WutV2ypKzMcqLzKXgr2t8uOsy1Y5Ajq47qXDZd5s+BpZvOZI9kZv94HvMLdVTZtiD6pfeNde6hXjlettMVJfROp4JvUZyrxljIgbwamJp7bIfRo+H6Vr11K0+BtzWpZNm+rcbgsOJmz06MpR5pMIPm5AvWlZ2kJBWQXvrEoH4JqJfbAFBZkFeb9+cNZZ1fv53G4wjKMeCS8iIiLSGlSgB4jQXzxIxTPjOdW+hp2rPqHP+POsjuRffD746q+w5DFzfehFcP6/rJ8uxWaD7inmcvoDkL7CLNM3fggl++GHl8wlsicMvcCcM71bsr6SLtJcPh+UHDAL1YJ9ULjP3OYKg6DKpbHrQWFt8wGWYZgFsLsI3IVmIVxedb2BpbzWfhVlhy/HfZ7Wy+0MbbwQr70eEtX0f7sim3diuWreispSPa/hot1dYM7t7auomYqrofK73uVhbjt0uq62UlW+V031IiJ+7aeDP/Hhtg8BuHX0rcdUYhteL6Vr11Lw2ecUfvFFvZNoBg8aRPikiYRPPLZpWVrSu6v2UFzuZUBcJyb179rofvZgnaNARERE/I8K9ABhiz2ORRHnc1bh+3T+7l7oPwhiBlgdyz9UlMIHv4VN/zHXT7rdPPmqv43ottuh9wRzOesh2LkY1r8HWz6Ggj2w7Clz6drfLNKHXmSOZBfp6LwV5sjogn2VBXlGraI8o2abr+LoH8MZUlmsh5tzLh+pdHeFQVC4OcK3vLhW4V1QWXofUoyXV14avpb7uTTGZq8pgB3BlUVwcK31EHC66u/j6gQR8RDRDTpVXkbEm9N7+EuB6wgyT7Ad3ng5EzBsNnOucRFpFx5f/TgGBmf0PoPk2ORmH294vZSsXk3hZ59TsPALvDk1J9S0R0TQafJkOp14QptMy9JcPp/B/OW7ALhmUpIlI+BFREREjoUK9ACy/fibyF3xBV2Kd8DToyF+qDkFyOALIKa/1fGsUZgFb14Ge1ebX3M//2lIvtTqVEfmcEL/082l4nHYthDWvws/fWbOmf7Ng+aSMKymTI9OtDq1SMsrL6kswffVjBwvOGQpyqJ6OovDsplThER2NxdHkHn/FaVQUVz/uqfWidaqThR5LPNyN5XNDq4ICK5aOtW6HnHIbZVLUGgjZXgwdaYUcYbo3AoiIm3s+4zvWbJ3CU67k1tG3tLk4wyvl5JVqyn8/DMKFi6sW5pHRhJx6qlEnDWF8IkTsbtcrZC8ZXy9NZvdB0qIDHFywYgeVscRERERaTa9iw4gg/r0Yvp3t3Nn+H8Y51sHWRvM5au/Qfwws0wfcgF07Wd11LaRtQkW/Bry0835Xi95HZImWZ2q+YJC4PjzzMVdCFs+Nad52f4VZK43ly/vM+dJH3oh9J4IscerJJOWZRiVo6eLzDmqvRWVl0293ox9y0sq59neB6UHm5bP7oSI7hDZrbIg72GOkK66HtnNnErE2YyCweczS/SKUnMUeUWJuZSXHOZ6ceX+lde9ngaK8EhzNPehJXh1GR7mPyO6RUTkmPgMH4+tMqcQvGTgJfSK7HXY/Q2Ph5JVqyj47DMKF36J98CB6tvsUVFEnHYakVPOJHzCBGx+XJrXNm/ZLgAuHduLMJden4qIiEj7o1cwASQ5MZp1Rn8uLb6VdbePIXLXF7DxA9ixGLLWm8tXfzVHLQ+5AAZPDdwy/ecv4Z1rzGkRuvaHy98OjOcaHAHJl5hLSa45Lc2G92DXEkj/3lzAnNu3WzL0GAk9RkH3EdClr0o5qeHzmeV0yX4o3l/r8sAh67k1149lCpRjERRWM2o8onvN9drbwmNbflomu92cssUVDuExLXvfIiLSIXyy4xM2526mU1Anfjv8tw3uY3g8lPzwgzmn+cKFeHNrvu1kj4oi4vTTiDzrLMLHjWs3pXmVn7MK+e7n/dhtcNX43lbHERERETkqKtADSEynYHp2DmXPwVJWZhicPuJKGHGlWYBt+cQs03d+UzNqedEDkDC8cpqXqYFRMAOsfBH+d7s5l3DSifDrf0NYF6tTtbywLjB6urkU7DP/fH/6DPauNT84qF2oA4RE1yrUR5rXIxIsi98heD3miQsrSio/vLA18ZKGt9vsjR9jGA0U4gcaXy/NPbr5tu1Oc2oQR5A5JYjDVf+68wi317t+6PEh5mjxqoK8OSefFBER8RNur5un1j4FwHXDrqNzSOfq2wyPh+IVKyj87HMKv/wS78Gab1w5oqLodMbpRE45i/Dx47AFBbV59pZSNfr8jMHxJHYJszaMiIiIyFFSgR5gzhgczytLd/HmD2mcPjje3BjWBUZeZS4lueZJKTd+ADu+gcwfzWXRA+aI5cFTzUK9S18rn8bR8Xnh87tgxbPmesqV8IvHmzdlQ3sV2R0mzDAXn8+cJ33fGnPu971rzD/jsjxz2pftX9U6roc5Or3HKLNQ7z7CLCulLo/bLKfrLHkNbDvkdne+1cmPLCQKwmLMEdZhMea/F1XXqy+71qwHhVqdWEREpF1YnL6YjOIM4sLiuPL4KzEqKihesZLCzyunZ8nLq97XER1NxBlnEDFlCuHjxrbr0rxKfkkF76/ZC8A1E/tYnEZERETk6KlADzBXjOvNK0t38dWWbPbmldIj+pCyK6wLjJxmLsUHasr0nd9CxjpzWXQ/dEupGZnepR284HUXwXvXmSOwAU67D074Y8cctWq3Q+xx5lJ1wlRPOWRvrCzU15qXOVugYK+5bPm45viuA2oK9R6jzJPRBoVY81yOhddTOX91WSOXlUtZvll4l+U1Xo5XlBxbFkdw5RXDHClu+GquN+nkl01lM/+OV5ffXQ8pwxtYd7T/N+giIiL+aE3WGhxeg8vzjif3vr9S9OUivPk1H647Oncm4owziDxrCmFjx2JzBtZbs7dXpVNa4WVQQgTj+wbgt0FFRESkwwisV2lC/7hOTOjbleU7DvDGijRumzKw8Z3Du8Koq82l+ABs+W9lmf4dZKSay5d/MUclV41M75zUFk+jefL3whuXmNPSOEPggufNrFLD6TL/HLuPgDGV29xF5gcme1fXjFbPS4MDP5vLj2+a+9mdED+k7tQv4bHmiH+fx1wMX831qu0NbfN5wfAesr2Rbb6KxktvT1kDl4fs6/O07M/QZjdPRhsSbV42aYk2R3g3paQ2ahXqR7z01d8G5skp7Y6Wfd4iIiJyVPb8uJxnnvfSpWgRVbW5o0uXmtJ8zJiAK82reH0G85fvAmD6pCRsHXFQi4iIiAQMm2EYLTn8sVnmzJnD+++/z5YtWwgNDWXixIk89NBDDBx4mNIXeOedd7jnnnvYtWsXAwYM4KGHHuKcc85p0mMWFBQQFRVFfn4+kZGRLfE0/M4nP2YwY8EaYjoFs3z2qQQ5mnliveL9sPm/sOlDc2R67XmSu4+oOQFpZz84EdC+tbDgUijKhPA4uOxN6DnK6lTtV/F+82daNfXL3tXmnNntnTPEXIJCay6DQs2TrYZE1ZTdodGNl+GuiJY/SaWIiHQIHeH159EK1J9NUVEuS84+gd45BrYunYmaMoXIKWcRNmY0Nkfgf9j9+cZMfvvqajqHBbF89mmEBAX+cxYRERH/d7SvPS0d8vDNN98wY8YMxowZg8fj4c477+TMM89k06ZNhIeHN3jMsmXLuOyyy5gzZw6/+MUvWLBgAVOnTmXNmjUMHTq0jZ+BfzpzSDyxEcHkFLr5YmMW5w7v1rw7CI+pOTllUU7lyPQPYdd3Zrm6by0svBfih8GAM2DAmdBzDDja+Ndp88fw/g3m9Bpxg+HytyC6V9tmCDThMZV/pmeY64YB+em1CvU15jcTyovA5jBHp9ud5qhne+V69fZa26q3177NaY7qrnMflZc2R83JJGuX3g1ehplTzDhDKy8b2EejnkRERKQN/TznL/TOMSgMtzPyo49wxsRYHalNzVu6C4DLxvZSeS4iIiLtnqUj0A+Vk5NDXFwc33zzDSeddFKD+1xyySUUFxfz8cc1czaPHz+elJQUnnvuuSM+RqCOcjnUo19s5amvtjGhb1fe+M34lrnTohzY/JE5Mn3Xkroj00OioN9pZvHa/3ToFNcyj9kQw4DlT8MX9wCG+Xi/egVCAvfP069U/ZOhUlpERKRJOsrrz6MRiD+boiVLSb/+egC+nDmW38+cb3GitrU5o4Czn/wOh93Gd7efQvdDz8kkIiIiYpF2OQL9UPmVJ9Xp0qXxk8wsX76cWbNm1dk2ZcoUPvzww9aM1u5cOrYXz3y9jeU7DrAtu4j+cZ2O/U47xcKY68yl+ABsXwQ/fwHbvjRPtLjxfXMBc6qXAWeaS/cRLTcvs7cCPr0NVs8z18dcD2c91Paj3zsyFeciIiIiDfIcPMi+2XcA8PlIGwmnn21xorY3f9kuAM4akqDyXERERAKC37SOPp+PW265hUmTJh12KpbMzEzi4+PrbIuPjyczM7PB/d1uN263u3q9oKCgZQL7uR7RoZw6KI4vN2fz+ord3HfekJZ9gPCuMPzX5uLzmlN7/PyFuWSk1kz18s1DENrFHCU+4EzofxqENf4ByWGV5sE7V8OOxebUH1PmwLjfqtAVEREREcsZhkHG3ffgzdnPvq52Xj3VxoK4EVbHalMHi8v5YO1ewDx5qIiIiEgg8JsCfcaMGWzYsIElS5a06P3OmTOH+++/v0Xvs724YnxvvtyczXur93D7lEGEulpp/kG7AxLHmMupd0Fhljkq/ecvYPvXUJoL6982F5sdeoyuHJ1+BiQMb9qJGQ/ugtd/Dfu3QlA4/GouDDyrdZ6PiIiIiEgz5b3zDkWLFoHTyRO/NHCFRdA/ur/VsdrUGz+k4fb4GNojklG9O1sdR0RERKRFNKG5bH0zZ87k448/5uuvv6Znz56H3TchIYGsrKw627KyskhISGhw/9mzZ5Ofn1+9pKent1huf3fygFgSu4RSUObhv+v2td0DR8TDiCvg1/Ph9u1wzadwwh8hfqg5b/qelfD13+CFk+HRgfDhTbDxA3OEeUPSV8KLp5nleWQPuPYzleciIiIi4jfcO3eSNedBAPZeMZldCTaSY5NxtNQ0hu2Ax+vj1eW7AbhmYh9s+paoiIiIBAhLC3TDMJg5cyYffPABX331FX369DniMRMmTGDRokV1ti1cuJAJEyY0uH9wcDCRkZF1lo7Cbrdx+djeALy2Yrc1IRxBkDQJTv8L3LgU/rgJznsSBv0CXJ2gOBtSX4d3roGH+8Ir58CSxyFzg3myyvXvwrxfQMl+6JYM1y+CbsOteS4iIiIiIocwysvZd9ufMEpLCRs/ni/GhwAwooNN3/LFpiwy8suI6eTivORuVscRERERaTGWTuEyY8YMFixYwH/+8x8iIiKq5zGPiooiNNQ84cy0adPo0aMHc+bMAeDmm2/m5JNP5tFHH+Xcc8/lzTffZNWqVbzwwguWPQ9/9uvRPXl84U/8uCefH/fkMbxntLWBonrAqGvMxVMOacsr505faI4w373UXL78C3RKgKLKue0H/QIufAFc4RaGFxERERGpK+fpZyjbuBF7VBTdH5zDmu+uBDpegf7K0p0AXD62F8HOjjPyXkRERAKfpSPQn332WfLz85k8eTLdunWrXt56663qfdLS0sjIyKhenzhxIgsWLOCFF14gOTmZd999lw8//PCwJx7tyLp2CubsYeb0Nq9/n2ZxmkM4XdD3ZJjyfzBzJdy8Ds75BwyYAs7QmvJ84u/h16+qPBcRERERv1Lyww8cePFFALrdfz/7OxlklWThsDkYGtNx3p9s2JvPD7sO4rTbuGJ8b6vjiIiIiLQoS0egG4ZxxH0WL15cb9vFF1/MxRdf3AqJAtOV43vzn9R9/GfdXu4893iiQoOsjtSwzkkw9gZzqSg1R6LbHNDvFKuTiYiIiIjU4S0oYO/tfwbDIOrCC4k8awpLdnwKwKAugwgLCrM4YduZt2wXAOcO70Z8ZIi1YURERERamF+cRFRa1+jenRkYH0FZhY/31+yxOk7TBIVC/9NVnouIiIiI3zEMg8y/3I8nI4OgXr2Iv/NOANZmrwU61vQt+4vcfJS6D4BrJiZZG0ZERESkFahA7wBsNhtXjO8FwOsr0po08l9ERERERBpW8N//UvDpp+Bw0OPhh3B0Mqca7IgF+hsr0ij3+khOjGZEr85WxxERERFpcSrQO4gLRvQgzOVgW3YR3+/ItTqOiIiIiEi7VL5nD5kP/BWAmJtuJDQlBYCi8iJ+zvsZ6DgFeoXXx6vf7wbg2klJ1oYRERERaSUq0DuIiJAgzk/pAcBrK3ZbnEZEREREpP0xPB723f5nfEVFhI4YQcxvf1t92485P+IzfPTo1IPYsFgLU7adT9dnkF3oJjYimLOHdrM6joiIiEirUIHegVxZOY3L5xsyySl0W5xGRERERKR9OfDii5SuWYM9PJzujzyMzemsvm1tjjl9y8i4kVbFa3NVJw+9clxvXE69tRQREZHApFc5HciQ7lGM6BWNx2fw9qp0q+OIiIiIiLQbpevWkfP0MwAk3HsPrp4969y+Nsss0FPiUto6miVS0/NYm5aHy2Hn8nG9rI4jIiIi0mpUoHcwV47rDcCCFWl4fTqZqIiIiIjIkfiKi9n7p9vB6yXynHOI/OUv69zu8Xn4cf+PQMeZ/3ze0p0A/CK5G7ERwRanEREREWk9KtA7mHOHdyM6LIi9eaUs3pptdRwREREREb+X+fe/U5GWhrNbNxL+ch82m63O7VsPbqXUU0qEK4J+0f0sStl2sgvK+GR9BgDTJ/axOI2IiIhI61KB3sGEBDm4eJT5ddPXvtfJREVEREREDqfg8y/If+99sNno/tCDOCIj6+2Tmp0KQEpsCnZb4L/Fen1FGhVeg1G9OzOsZ5TVcURERERaVeC/upN6Lq+cxmXxTzmk55ZYnEZERERExD9VZGWRce+9AHS9/nrCx45tcL81WWuAjjF9i9vj5fUVaQBMn5RkbRgRERGRNqACvQPqExPOCf1jMAxYsDLN6jgiIiIiIn7H8PnYd8cd+PLzCRkyhNjfz2x4P8OoGYHeAU4g+smPGewvcpMQGcKUIQlWxxERERFpdSrQO6grx/cC4O0f0in3+CxOIyIiIiL+4JlnniEpKYmQkBDGjRvHypUrG9138uTJ2Gy2esu5557bholbT+68+ZQs/x5baCjdH3kEm8vV4H77iveRXZqN0+ZkaMzQNk7ZtgzD4JWluwC4akJvghx6OykiIiKBT694OqjTj48nPjKYA8XlfLYx0+o4IiIiImKxt956i1mzZnHfffexZs0akpOTmTJlCtnZDZ94/v333ycjI6N62bBhAw6Hg4svvriNk7e8ss2byX78cQDi77iD4L6NnyhzbfZaAAZ3HUyoM7RN8lllTVoe6/fm43LauWxsL6vjiIiIiLQJFegdlNNh59Ix5otenUxURERERB577DFuuOEGpk+fzuDBg3nuuecICwtj7ty5De7fpUsXEhISqpeFCxcSFhbW7gt0X2kpe2/7E1RU0Om004j+9eGfz9oss0DvCNO3vLJ0JwBTU7rTJbzhEfkiIiIigUYFegd22dheOOw2Vu7M5aesQqvjiIiIiIhFysvLWb16Naeffnr1Nrvdzumnn87y5cubdB8vv/wyl156KeHh4Y3u43a7KSgoqLP4m+xH/kH59u04YmPo9tcHsNlsh91/bY5ZoAf6CUQz8kv53wbzm6vXTGx8RL6IiIhIoFGB3oElRIVw+vFxALyuUegiIiIiHdb+/fvxer3Ex8fX2R4fH09m5pGn+1u5ciUbNmzg+uuvP+x+c+bMISoqqnpJTEw8ptwtreibbzi4YAEA3f8+B2eXLofdv6C8gG0HtwGBPwL99e/T8PoMxvXpwuDukVbHEREREWkzKtA7uCvG9Qbg/TV7KXZ7LE4jIiIiIu3Ryy+/zLBhwxg7duxh95s9ezb5+fnVS3p6ehslPDLPgQPsu/MuADpPu4pOJ55wxGPWZa/DwKBXRC9iQmNaO6Jlyiq8LFiZBsD0SUnWhhERERFpYyrQO7gT+sfQu2sYhW4PH63bZ3UcEREREbFATEwMDoeDrKysOtuzsrJISEg47LHFxcW8+eabXHfddUd8nODgYCIjI+ss/sAwDDLuvAvvgQMEDxhA3K23Num4qhOIBvro849S95FbXE6P6FBOPz7+yAeIiIiIBBAV6B2c3W7jinE1JxM1DMPiRCIiIiLS1lwuF6NGjWLRokXV23w+H4sWLWLChAmHPfadd97B7XZz5ZVXtnbMVnPwjTco+uYbbC4X3f/xD+zBwU06LjUnFQjs+c8Nw2Bu5clDp03ojdOht5AiIiLSsejVj3DxqERcTjsb9xWwbk++1XFERERExAKzZs3ixRdfZP78+WzevJkbb7yR4uJipk+fDsC0adOYPXt2veNefvllpk6dSteuXds6cotwb99O9kMPAxB3262EDDyuScdV+CpYn7MegJFxI1stn9W+35HLlsxCQoMcXDqml9VxRERERNqc0+oAYr3O4S5+Mawb76/dy2vf7yYlMdrqSCIiIiLSBElJSVx77bVcc8019Op1bOXmJZdcQk5ODvfeey+ZmZmkpKTw2WefVZ9YNC0tDbu97vibrVu3smTJEr744otjemyr+MrL2XvbnzDcbsInTaJzM0bRbzmwhTJvGVHBUSRFJbVeSItVjT6/aFQPosKCLE4jIiIi0vY0Al0AuGK8eTLR/67bR15JucVpRERERKQpbrnlFt5//3369u3LGWecwZtvvonb7T7q+5s5cya7d+/G7XazYsUKxo0bV33b4sWLmTdvXp39Bw4ciGEYnHHGGUf9mFbKefJJ3Js344iOptucv2OzN/3tUfX857Ep2G2B+bZq94Fivtxszot/zcQ+FqcRERERsUZgvtKTZhvZK5rju0Xi9vh4d/Ueq+OIiIiISBPccsstpKamsnLlSo4//nh+//vf061bN2bOnMmaNWusjufXir//nty5rwDQ7f/+RlBcXLOOr5r/PJBPIDp/2W4MA04+Lpb+cZ2sjiMiIiJiCRXoAoDNZuPK8ebXfhesSNPJREVERETakZEjR/LPf/6Tffv2cd999/HSSy8xZswYUlJSmDt3rl7bHcKbl8e+P98BhkH0r39NxGmnNet4wzCqR6AH6vznhWUVvL0qHYBrT9DocxEREem4VKBLtfNTehDucrBjfzHLth+wOo6IiIiINFFFRQVvv/02v/zlL7n11lsZPXo0L730EhdddBF33nknV1xxhdUR/YZhGGTc9xc8WVm4kpKIv+PPzb6PPYV72F+6nyB7EENihrRCSuu9u3oPRW4P/WLDOWlAjNVxRERERCyjk4hKtU7BTi4Y2YPXvk/jte93M6m/XiiLiIiI+LM1a9bwyiuv8MYbb2C325k2bRqPP/44gwYNqt7nggsuYMyYMRam9C9GRQU2hwOcTro/8gj2sLBm38faHHP0+eCugwl2BLd0RMt5fQbzlu0CYPqkPthsNmsDiYiIiFhIBbrUceX43rz2fRpfbMoiq6CM+MgQqyOJiIiISCPGjBnDGWecwbPPPsvUqVMJCgqqt0+fPn249NJLLUjnn+wuF90f/Qcx27YRPGDAUd1H1fQtI+JGtGQ0v/H1lmx2HyghMsTJhSN7WB1HRERExFIq0KWOQQmRjO7dmVW7D/LWD+n84bSje1MhIiIiIq1vx44d9O7d+7D7hIeH88orr7RRovbBZrMddXkOkJqdCgRugT536U4ALhvXizCX3jKKiIhIx6Y50KWeK8ebb8LeWJmGx+uzOI2IiIiINCY7O5sVK1bU275ixQpWrVplQaLAl+/OZ1veNgBS4lKsDdMKNmcUsGz7ARx2G9MmJFkdR0RERMRyKtClnrOHJdAl3EVGfhlfbcm2Oo6IiIiINGLGjBmkp6fX2753715mzJhhQaLAty5nHQBJkUl0CelicZqWN2/pLgDOGpJAj+hQa8OIiIiI+AEV6FJPsNPBxaN7AvDaijSL04iIiIhIYzZt2sTIkSPrbR8xYgSbNm2yIFHgq5r/PBBHnx8ocvNB6l4Arj0hydowIiIiIn5CBbo06Iqx5jQu3/6Uw+4DxRanEREREZGGBAcHk5WVVW97RkYGTqfmrm4NVQX6yLj6H1y0d2+sTKPc42N4zyhG9upsdRwRERERv6ACXRrUq2sYJx0XC8ACjUIXERER8Utnnnkms2fPJj8/v3pbXl4ed955J2eccYaFyQJThbeCDfs3AIE3Ar3c4+Pfy3cDcO2kPthsNosTiYiIiPgHFejSqCvH9QLg7VXpuD1ei9OIiIiIyKH+8Y9/kJ6eTu/evTnllFM45ZRT6NOnD5mZmTz66KNWxws4m3I34fa66RzcmaTIJKvjtKj/bcggu9BNXEQw5wzrZnUcEREREb+h73VKo04dFEe3qBAy8sv43/pMpo7oYXUkEREREamlR48e/Pjjj7z++uusW7eO0NBQpk+fzmWXXUZQUJDV8QJOanYqAMlxyQE1QtswDF5eshOAq8b3xuXUOCsRERGRKirQpVFOh53LxvbisYU/8dr3u1Wgi4iIiPih8PBwfvOb31gdo0MI1PnP16Qd5Mc9+bicdi6v/BaqiIiIiJhUoMthXTomkX8u+plVuw+yJbOAQQmRVkcSERERkUNs2rSJtLQ0ysvL62z/5S9/aVGiwGMYRnWBPiJuhMVpWtbcpbsAmJrSna6dgq0NIyIiIuJnVKDLYcVFhnDmkHg+XZ/Ja9/v5m9Th1kdSUREREQq7dixgwsuuID169djs9kwDAOgenoRr1fnsWkpaYVp5Jbl4rK7GNx1sNVxWsy+vFI+25AJwPRJfSxOIyIiIuJ/jmpyu/T0dPbs2VO9vnLlSm655RZeeOGFFgsm/uPKcb0B+GDNXorcHovTiIiIiEiVm2++mT59+pCdnU1YWBgbN27k22+/ZfTo0SxevNjqeAGlavT50JihuBwui9O0nH8v343XZzChb1eO76Zvm4qIiIgc6qgK9Msvv5yvv/4agMzMTM444wxWrlzJXXfdxQMPPNCiAcV6E/p1pW9MOMXlXj5cu9fqOCIiIiJSafny5TzwwAPExMRgt9ux2+2ccMIJzJkzhz/84Q9WxwsoVScQTYlLsTRHSyop9/DGyjQArj1Bo89FREREGnJUBfqGDRsYO3YsAG+//TZDhw5l2bJlvP7668ybN68l84kfsNls1ScTen1FWvVXg0VERETEWl6vl4iICABiYmLYt28fAL1792br1q1WRgs4a7LXAIE1//kHa/eSX1pBry5hnDoozuo4IiIiIn7pqAr0iooKgoPNk8t8+eWX1ScnGjRoEBkZGS2XTvzGr0b1JNhpZ3NGAWvS8qyOIyIiIiLA0KFDWbduHQDjxo3j4YcfZunSpTzwwAP07dvX4nSBI68sj535OwFIiU2xNkwLMQyDVypPHnrNxCQcdpu1gURERET81FEV6EOGDOG5557ju+++Y+HChZx11lkA7Nu3j65du7ZoQPEP0WEuzkvuDsDr3++2OI2IiIiIANx99934fD4AHnjgAXbu3MmJJ57Ip59+yj//+U+L0wWO1JxUAPpG9SU6JNrSLC3lu5/3sy27iE7BTi4e3dPqOCIiIiJ+66gK9Iceeojnn3+eyZMnc9lll5GcnAzARx99VD21iwSeK8ebJxP9eH0GB4vLLU4jIiIiIlOmTOHCCy8EoH///mzZsoX9+/eTnZ3NqaeeanG6wBGI07fMXWqOqL94dE8iQoIsTiMiIiLiv5xHc9DkyZPZv38/BQUFdO7cuXr7b37zG8LCwlosnPiX5J5RDO0RyYa9BbyzOp3fnNTP6kgiIiIiHVZFRQWhoaGkpqYydOjQ6u1dunSxMFVgCrQTiG7LLmLx1hxsNnP6FhERERFp3FGNQC8tLcXtdleX57t37+aJJ55g69atxMXp5DOBymazceU4cxT66yvS8Pl0MlERERERqwQFBdGrVy+8Xq/VUQJaubecjfs3AoEzAn3+sl0AnDYont5dw60NIyIiIuLnjqpAP//88/n3v/8NQF5eHuPGjePRRx9l6tSpPPvssy0aUPzLL1O6ExHiZPeBEpZs2291HBEREZEO7a677uLOO+8kNzfX6igBa9OBTZT7yukS0oVeEb2sjnPM8ksqeHf1HgCuPSHJ2jAiIiIi7cBRFehr1qzhxBNPBODdd98lPj6e3bt38+9//1snKwpwYS4nF400TzL07+W7rA0jIiIi0sE9/fTTfPvtt3Tv3p2BAwcycuTIOoscu9rzn9tsNovTHLu3VqVRWuFlUEIEE/p2tTqOiIiIiN87qjnQS0pKiIiIAOCLL77gwgsvxG63M378eHbv3t2iAcX/XDWhN/OX7+LLzdn8lFXIcfERVkcSERER6ZCmTp1qdYSAtzZ7LRAY07d4vD7mLzPfr107qU9AfCAgIiIi0tqOqkDv378/H374IRdccAGff/45f/zjHwHIzs4mMjKyyffz7bff8sgjj7B69WoyMjL44IMPDvsmYPHixZxyyin1tmdkZJCQkNDs5yFHp19sJ84aksD/NmTy3DfbeezXKVZHEhEREemQ7rvvPqsjBDTDMFiXvQ4IjBOILtyUxd68UrqEu/hlSner44iIiIi0C0c1hcu9997LbbfdRlJSEmPHjmXChAmAORp9xIimj8woLi4mOTmZZ555plmPv3XrVjIyMqoXnbi07f3u5H4AfJS6jz0HSyxOIyIiIiLS8nYV7OKg+yDBjmAGdxlsdZxjNnfpTgCuGNeLkCCHxWlERERE2oejGoH+q1/9ihNOOIGMjAySk5Ort5922mlccMEFTb6fs88+m7PPPrvZjx8XF0d0dHSzj5OWk5wYzaT+XVm67QAvfbeTv/xyiNWRRERERDocu91+2Gk4vF5vG6YJPFXTtwyNGUqQI8jiNMdm/Z58fth1EKfdxpXje1sdR0RERKTdOKoCHSAhIYGEhAT27DHP4N6zZ0/Gjh3bYsEOJyUlBbfbzdChQ/nLX/7CpEmT2uRxpa6bJvdn6bYDvPlDGr8/tT9dOwVbHUlERESkQ/nggw/qrFdUVLB27Vrmz5/P/fffb1GqwBFI85+/Ujn6/BfDuxEfGWJxGhEREZH246gKdJ/Px9/+9jceffRRioqKAIiIiODWW2/lrrvuwm4/qplhjqhbt24899xzjB49GrfbzUsvvcTkyZNZsWIFI0eObPAYt9uN2+2uXi8oKGiVbB3RxH5dGd4zih/35DN/2S5mnTnQ6kgiIiIiHcr5559fb9uvfvUrhgwZwltvvcV1111nQarAkZqdCrT/Aj27oIz//rgPgGtP6GNxGhEREZH25aia7rvuuounn36aBx98kLVr17J27Vr+/ve/89RTT3HPPfe0dMZqAwcO5Le//S2jRo1i4sSJzJ07l4kTJ/L44483esycOXOIioqqXhITE1stX0djs9m4sXIu9PnLd1Pk9licSEREREQAxo8fz6JFi6yO0a7lluWyq2AXAMmxyYff2c+9tiKNCq/BqN6dGd4z2uo4IiIiIu3KURXo8+fP56WXXuLGG29k+PDhDB8+nJtuuokXX3yRefPmtXDEwxs7dizbtm1r9PbZs2eTn59fvaSnp7dhusB35pAE+saEk19awRsr0qyOIyIiItLhlZaW8s9//pMePXpYHaVdq5q+pX90f6KCoyxOc/TKKry8/v1uAK6dpNHnIiIiIs11VFO45ObmMmjQoHrbBw0aRG5u7jGHao7U1FS6devW6O3BwcEEB2tu7tbisNv43cn9uP29H3lpyQ6mTexNsNNhdSwRERGRDqFz5851TiJqGAaFhYWEhYXx2muvWZis/auaviUlLsXSHMfqv+v2caC4nO5RIUwZEm91HBEREZF256gK9OTkZJ5++mn++c9/1tn+9NNPM3z48CbfT1FRUZ3R4zt37iQ1NZUuXbrQq1cvZs+ezd69e/n3v/8NwBNPPEGfPn0YMmQIZWVlvPTSS3z11Vd88cUXR/M0pIWcP6I7jy38icyCMj5cu5dLxvSyOpKIiIhIh/D444/XKdDtdjuxsbGMGzeOzp07W5is/QuEE4gahsHcpbsAmDYxCaejdc5VJSIiIhLIjqpAf/jhhzn33HP58ssvmTBhAgDLly8nPT2dTz/9tMn3s2rVKk455ZTq9VmzZgFw9dVXM2/ePDIyMkhLq5kWpLy8nFtvvZW9e/cSFhbG8OHD+fLLL+vch7S9YKeD60/sw98+2cxz3+zgV6MScdhtRz5QRERERI7JNddcY3WEgFTmKWPjgY1A+y7Qv9+Ry+aMAkKC7Fw6RueCEhERETkaRzUE4eSTT+ann37iggsuIC8vj7y8PC688EI2btzIq6++2uT7mTx5MoZh1Fuq5lGfN28eixcvrt7/9ttvZ9u2bZSWlnLgwAG+/vprled+4tKxvYgKDWLn/mI+35hpdRwRERGRDuGVV17hnXfeqbf9nXfeYf78+RYkCgwbD2zE4/MQExpDz049rY5z1F5ZuhOAi0b2JDrMZXEaERERkfbpqL/D1717d/7v//6P9957j/fee4+//e1vHDx4kJdffrkl80k70SnYydUTkwB4dvF2DMOwNpCIiIhIBzBnzhxiYmLqbY+Li+Pvf/+7BYkCQ+3pW2pPkdOepB0oYeHmLACmT0qyNoyIiIhIO6ZJ8KTFXDMxiZAgO+v35rN02wGr44iIiIgEvLS0NPr06VNve+/evetMhdhUzzzzDElJSYSEhDBu3DhWrlx52P3z8vKYMWMG3bp1Izg4mOOOO65ZUzr6q6oTiLbn6VvmL9+FYcBJx8XSPy7C6jgiIiIi7ZYKdGkxXcJdXFp5AtF/Ld52hL1FRERE5FjFxcXx448/1tu+bt06unbt2qz7euutt5g1axb33Xcfa9asITk5mSlTppCdnd3g/uXl5Zxxxhns2rWLd999l61bt/Liiy/So0ePo3ou/sJn+EjNSQXab4Fe5Pbw9g/pAFyr0eciIiIix0QFurSoG07qi9NuY9n2A6Sm51kdR0RERCSgXXbZZfzhD3/g66+/xuv14vV6+eqrr7j55pu59NJLm3Vfjz32GDfccAPTp09n8ODBPPfcc4SFhTF37twG9587dy65ubl8+OGHTJo0iaSkJE4++WSSk5Nb4qlZZmf+TvLd+YQ6QxnYZaDVcY7Ku6vSKXR76BsbzkkDYq2OIyIiItKuOZuz84UXXnjY2/Py8o4liwSAHtGhnJ/Sg/fW7OG5xdt57qpRVkcSERERCVh//etf2bVrF6eddhpOp/nS3ufzMW3atGbNgV5eXs7q1auZPXt29Ta73c7pp5/O8uXLGzzmo48+YsKECcyYMYP//Oc/xMbGcvnll/PnP/8Zh8PR4DFutxu32129XlBQ0OSMbaVq/vOhMUMJsgdZnKb5fD6DV5btAmD6pD7Y7e1zDncRERERf9GsAj0qKuqIt0+bNu2YAkn797uT+/Lemj18vimTbdlF9I/rZHUkERERkYDkcrl46623+Nvf/kZqaiqhoaEMGzaM3r17N+t+9u/fj9frJT4+vs72+Ph4tmzZ0uAxO3bs4KuvvuKKK67g008/Zdu2bdx0001UVFRw3333NXjMnDlzuP/++5uVra3VPoFoe/TVlmx2HyghMsTJRSPb93Q6IiIiIv6gWQX6K6+80lo5JIAMiI/gjMHxLNyUxfPfbOeRi9v313hFRERE/N2AAQMYMGBAmz6mz+cjLi6OF154AYfDwahRo9i7dy+PPPJIowX67NmzmTVrVvV6QUEBiYmJbRW5Sdr7CURfWbYTgMvG9iLM1ay3eyIiIiLSAM2BLq3ixsn9APgwdS/78kotTiMiIiISmC666CIeeuihetsffvhhLr744ibfT0xMDA6Hg6ysrDrbs7KySEhIaPCYbt26cdxxx9WZruX4448nMzOT8vLyBo8JDg4mMjKyzuJP9pfuJ60wDRs2kmPb3yCQLZkFLN12ALsNrprQvG8hiIiIiEjDVKBLqxjZqzPj+3ahwmvw8pKdVscRERERCUjffvst55xzTr3tZ599Nt9++22T78flcjFq1CgWLVpUvc3n87Fo0SImTJjQ4DGTJk1i27Zt+Hy+6m0//fQT3bp1w+VyNeNZ+I+q0ef9O/cnwhVhbZijMG/pLgDOGppAz85h1oYRERERCRAq0KXV3Di5PwBvrEzjYHHDo5BERERE5OgVFRU1WFYHBQU1+wSds2bN4sUXX2T+/Pls3ryZG2+8keLiYqZPnw7AtGnT6pxk9MYbbyQ3N5ebb76Zn376iU8++YS///3vzJgx49ielIWq5j8fGTfS4iTNl1tczgdr9wJw7aQ+FqcRERERCRwq0KXVnDQghiHdIykp9zJ/+S6r44iIiIgEnGHDhvHWW2/V2/7mm28yePDgZt3XJZdcwj/+8Q/uvfdeUlJSSE1N5bPPPqs+sWhaWhoZGRnV+ycmJvL555/zww8/MHz4cP7whz9w8803c8cddxzbk7JQ1Qj0lLgUS3McjTdWpuH2+BjWI4pRvTtbHUdEREQkYOisMtJqbDYbN07ux8wFa5m3bBe/OamvTmQkIiIi0oLuueceLrzwQrZv386pp54KwKJFi1iwYAHvvvtus+9v5syZzJw5s8HbFi9eXG/bhAkT+P7775v9OP6o1FPKpgObgPZ3AtFyj49/Vw5YufaEJGw2m7WBRERERAKIRqBLqzp7aDd6dw0jr6SCN1emWx1HREREJKCcd955fPjhh2zbto2bbrqJW2+9lb179/LVV1/Rv39/q+O1Kxv2b8BjeIgLjaN7eHer4zTL/zZkkFXgJjYimHOHta/sIiIiIv5OBbq0Kofdxm9P6gfAi9/toNzjO8IRIiIiItIc5557LkuXLqW4uJgdO3bw61//mttuu43k5GSro7UrVdO3jIgf0a5GcBuGwdwlOwG4anxvXE69xRMRERFpSXp1Ja3uolE9iIsIJiO/jP+k7rU6joiIiEjA+fbbb7n66qvp3r07jz76KKeeemrATK3SVtZkrwHa3/Qta9LyWLcnH5fDzuXjelkdR0RERCTgqECXVhfsdHDdCX0AeO6b7fh8hsWJRERERNq/zMxMHnzwQQYMGMDFF19MZGQkbrebDz/8kAcffJAxY8ZYHbHd8Bk+1uWsA9rfCURfWWqOPj8/pTsxnYItTiMiIiISeFSgS5u4fFwvIkKcbM8pZuHmLKvjiIiIiLRr5513HgMHDuTHH3/kiSeeYN++fTz11FNWx2q3tudtp7C8kFBnKAM7D7Q6TpNl5pfx2YZMAK6ZlGRtGBEREZEApQJd2kRESBDTJvQG4F+Lt2MYGoUuIiIicrT+97//cd1113H//fdz7rnn4nA4rI7Urq3NXgvA8NjhOO1Oi9M03YIVu/H4DMYmdWFI9yir44iIiIgEJBXo0mamT+pDsNPOuvQ8lu84YHUcERERkXZryZIlFBYWMmrUKMaNG8fTTz/N/v37rY7VblUV6O1p/nO3x8uClWkATJvY2+I0IiIiIoFLBbq0mZhOwVwyJhGAZxdvtziNiIiISPs1fvx4XnzxRTIyMvjtb3/Lm2++Sffu3fH5fCxcuJDCwkKrI7Yr1QV6bPsp0D/bkMn+onLiI4OZMiTB6jgiIiIiAUsFurSpG07si8Nu47uf97N+T77VcURERETatfDwcK699lqWLFnC+vXrufXWW3nwwQeJi4vjl7/8pdXx2oWckhz2Fu3FbrMzPHa41XGabP6yXQBcMa43QQ69rRMRERFpLXqlJW0qsUsYv0zuDsBz32gUuoiIiEhLGThwIA8//DB79uzhjTfesDpOu1E1+vy4zsfRydXJ4jRNs35PPmvS8ghy2Lh0bKLVcUREREQCmgp0aXO/PbkvAJ9uyGDn/mKL04iIiIgEFofDwdSpU/noo4+sjtIuVBXoKbEp1gZphn8v3wXAOcO6ERcRYm0YERERkQDXfk4xLwFjUEIkpw2KY9GWbF74djtzLmw/X5UVERERkcDS3k4gmltczn/W7QNg2oQka8OIiIgEMq8HKkqgorTWZdX1krq3eT0QHAEhUfWX4Eiwawxze6YCXSxx4+R+LNqSzXur93LL6ccRH6mRMyIiIiLStkoqStiSuwWAkfEjLU7TNG/9kE65x8fQHpGM7BVtdRwRkY7JMKC8GEpzoSS35tLjhtDOENYVwrqYlyHRHa88NQzwlIG7CMoLKy+L6q67C83i2TDMY2y2yoNtdS7qbjt0nyaueysaKcEb21Z53VfRQj8Qm1miN1SuN2U5UgHv84G3HLxu8FRdus1tdS5r336Y/QwvOFzgDAZHMDhDwOkyLx2uQ9aDzf2qljrrIWB3tNDP0Foq0MUSo5O6MDapCyt35fLykp3cec7xVkcSERERkQ5mw/4NeA0vCeEJJIQnWB3niLw+g9e+3w3A1ROSsNlsRzhCxM95K6B4PxRnQ0UZhEZDaBfz0hFkdbqGVWUuyoLiHPOyKAuKcmq2lReBPch8DnZn5WUQOJy1th+yXr3t0GMauQ+70yz3POU1xZm3oqYEq1pq3+4pP+S2ymO87kP2rXUs1OSrzuCqtc1Vmc/VwD6V2+219m3sfpyhEBTStMuWLqN9XijNq1+GH3p56DZvedPu32Y3S/TapXpol5rrdbZVrod2bpvi0eerKVGrC9bKpaK0suyuXYAX1irCG1qvVZAb3tbP32ZsEBQGQaG1Lg+57ggyn3dZft3FUwoY4M43l/yjfPyqAt5mq194t1jR3wpsjsYL+IThMPVfVidsEhXoYpkbJ/dj5bxcXv9+NzMm9ycqzE9fIImIiIhIQFqTvQaAEbHtY/qWRZuz2JtXSuewIM5L7m51HJGGlRdDUXZNMV6cY5bLda5XrpcebPx+XBFmiRgaXXnZxCXoKL7d7PNCyQEzd51iPLv+tpIDR/2jkRbicNUq1EPM8rIplxWltcrwAzXXy/IB4+iz1C6+ncHm73XJASg5aBamhs98rNJcaPKvj63mA6XaJXtVuW4YleVpmflBh6es1noDZbjHfcg+lZdtUby6OplLcNVlRM16UJj5QUHVKPSqP4cjrtO8/W0OcNUuwMMaKcIbKcmdwbVGtzeTxw1lBbVK9bz6JXud5ZDbPWXUKeCbwuGqHAne2GVwrRHmtUeaV95ud9SU8w39LnnddX/X6uxTZv7OV/8ReaGi2FwOFRR+dD9TC6hAF8tMHhjLoIQItmQW8ur3u5h56gCrI4mIiIhIB5KanQpASlyKpTma6t/LzdHnl4zpRUhQYHwlWtoBwzALweKcymI8p2apvV5VmjdUkhyOzQHhMWZRVZpXU2aWF5pLflrz7i8o7JBSPbrmenAkuAtqFePZNcV+7cKnSZljoVNc5RJvXoZXrrs6mcWktwJ8nsrLhtY9jWwvP8xtldt9nlojuKtKMFflNletUqyR26uKs+p1V03p5giquR0qR6mXV+Yor1yvnfXQ9cr9qvI3dnzVPlVlrqfMLLk9ZZVTadTaVrvorRoh39QysamCIyunXzlklHj1ZedD1ruAK/zwxaqn3Pz7U1pZ2leV9yUHahXttbfVKvRLD5pL7vaWfZ6NstWdhiMoxPwgKziiVvndqXJbE9ddnTre9DWHcgZDp1hzORoVZea/W1WFuuE7pPwOqV+IW/0NNa/nkNK9gQ9vvG7z96OdUIEulrHZbNw4uR83v5nK3KW7uO6EvoS69EZARERERFqf1+dlXc46oH3Mf74tu5Al2/Zjt8EV43pZHUcClbcCcrZAxjpz2ZcKWRvMMrM5nCGVZXKsWTRXlc31rsdVTlVRq2Dzec2SqPRg5bQaB4+w5NZcN3w1J/Yr2NvMJ28zS9OqMrxqCY87ZFu8WZx29FKwrfm8tcr1o7wMCm2gFK9VjrfGtEFOF0TEm0tTeT21yvUD9cv30jyzIK0qTuvNO93APNT15q121T/eEWR98Sr1BYWYS6c4q5M0ncNpLq72M8L8SFSgi6XOHdaNf3yxlfTcUt5elc7VE5OsjiQiIiIiHcC2vG0UVRQRHhTOgGj//yZk1ejz046PJ7FLmMVpJCBUlEH2psqyPNW8zNpkjgpsSEiUWSaHx9YqxuPqXg+PqRmBfbRFnN1ROQK4S/OO8/nMEeuNFu155tQIwZENF+NhMWbhI/7J7jBHNQe3nxGrR83hPLYRyyLS4vS/g1jK6bDzm5P6cc+HG3jh2x1cPq4XQQ59ki8iIiIirWtt9loAhscMx9EWJ2o7BoVlFby3eg9gnjxUpNnKiyFrY82o8ox1kLPZnFLjUMFR0G04dEuGbinm9c5J5ihVf2a3myV/SJSZV0REpIWoQBfLXTyqJ09++RN780r577p9XDiyp9WRRERERCTAVRXoI+L8/wSi76/ZS3G5l36x4Uzq39XqOOLvygogc33NqPKMdbD/p4bn+A7tAt1TKsvyyqVzH03jICIiUosKdLFcSJCDa0/ow8OfbeW5b7YzNaUHdrtesImIiIhI66k6geiIeP8u0A3DYP7yXQBcPTEJm4pNqa0kFzJ/rBlVnrGu8RMOdkqoW5R3S4aonirLRUREjkAFuviFK8f35tmvt/NTVhFfbcnm9MHNOMGGiIiIiEgzZBZnsq94Hw6bg+Exw62Oc1hLtx1gR04xnYKd+qZmR+fzmnOWp680lz0rIXdHw/tGJdYvyyMS2javiIhIgFCBLn4hMiSIK8b35rlvtvOvxds47fg4ja4RERERkVZRNfr8uM7HERbk3yfkrBp9ftHIHnQK1tu3DqUkF/asMovy9BWwdw2UF9Xfr3OfQ8ryFAjXVD8iIiItRa/AxG9ce0ISc5fuZE1aHit35jKur170iYiIiEjLay/zn6fnlrBocxYAV+nkoYHN54OcLZVleeVy4Of6+7kioOcoSBwHPcea10M7t31eERGRDkQFuviNuIgQLh7Vk9dXpPHsN9tVoIuIiIhIq6gu0P18/vPXVuzGZ8AJ/WPoH9fJ6jjSkkrzYO8qSP/BLM33rAJ3Qf39uvY3i/LEyiV2ENgdbR5XRESkI1OBLn7lNyf15Y2VaSzemsOmfQUM7h5pdSQRERERCTB/GvMnVmetZnT8aKujNKqswstbP6QD5slDpR3z+czR5FXzlqf/YI42x6i7X1A49BhZWZaPg55jIKyLJZFFRESkhgp08Su9u4Zz7vDu/HfdPp79ZjtPXebfo4JEREREpP0ZkzCGMQljrI5xWB+t20deSQU9okM5dVCc1XGkufashu2LKkvzH6Asr/4+nfuYZXnPMWZhHjcYHHqLLiIi4m/0v7P4nd+d3Jf/rtvHJz/u47Yzj6N313CrI4mIiIiItBnDMJi/bBcAV03ojcNuszaQNF1eOnxxN2z6sO52Z6g5urznmMrSfCx0irUkooiIiDSPCnTxO0O6RzF5YCyLt+bwwrc7+L8LhlkdSURERESkzaxJy2PjvgKCnXYuGZ1odRxpiooyWP4UfPsoeErBZofjz4Pek8zSPGEYOIKsTikiIiJHQQW6+KUbT+7H4q05vLN6DzefNoC4yBCrI4mIiIiItImq0ee/TO5O53CXtWHkyLZ+Bp/9GQ7uMtd7TYRzHjZLcxEREWn37FYHEGnI2D5dGNW7M+UeHy98u8PqOCIiIiIibSK7oIxP12cAOnmo3zuwHV7/NbxxiVmeR3SDC1+C6Z+qPBcREQkgKtDFL9lsNmae2h+A11ekcaDIbXEiEREREZHW98bKdDw+g1G9OzO0R5TVcaQh5cWw6AH413j4+XOwB8Gk/2/v3uOiqvM/jr9nuKMCInLxys0U84aSiFai2SLtttnaxV1LpNXMS1lstdlmabbrtrltZqZupZaltvbTdrWyjNIKL5hmXkLKu6agpoLckZnfHyPowKCWwAHm9Xw4D+d8z/fM+Zw5DI8vn/Odz5koTdgsdbtTMlGzHgCAxoQEOuqt+GtaqlsbXxWWlumNr/YbHQ4AAABQq0rLLHpn00FJ0oi49gZHgyqsVmnncumV66Qv/ymVlUgRA6VxG6Sbn5U8mhkdIQAAqAUk0FFvmUwmTRhgm4X+1oaDOlNQYnBEAAAAQO35eFeWjp8tVkBTDyV2CTE6HFzseIb05q3Se8lS7o+SXzvp7neke5ZLAR2Mjg4AANQiEuio127uHKROwc2UV3xOC9IOGB0OAAAAUGveWm+bff6H2HZyd+VPtXqhKEdaPUma00868KXk6inFT5LGp0tRv6FcCwAAToBRGeo1k8mkBwfaZnQsSNuvs0WlBkcEAAAA1LzvjuYq/cApuZpNGh7bzuhwYLFI2xZLs3pJG1+VrGVSp9/YEufxT0huXkZHCAAA6ggJdNR7iV2CFRnYVLlF5/TWhoNGhwMAAADUuLc2HJAkJXQJVpCPp7HBOLuj30jzfyW9P1bKPyG16GAr1TLsHak5tekBAHA2hibQv/jiC916661q1aqVTCaT3n///ctus3btWvXs2VMeHh6KjIzUwoULaz1OGMtsvlAL/fUv96mg5JzBEQEAAAA150xBid7f9qMkKSku1NhgnFn+T9LKidK/B0hHNkvuTW03Bx27Xoq8yejoAACAQQxNoOfn56t79+6aPXv2FfXfv3+/fv3rX2vAgAHatm2bHn74YY0aNUoff/xxLUcKo/2mW4jat/DW6YJSvbPxkNHhAAAAADVm2ddHVFRqUVSIj64LbW50OM7HUialvybN6iltWSjJKnW9S5rwtdRvouTqbnSEAADAQIYm0BMTE/Xcc8/p9ttvv6L+c+fOVVhYmP75z38qKipKEyZM0B133KF//etftRwpjObqYtb4eNss9Hlf7FNRaZnBEQEAADQ+s2fPVmhoqDw9PRUbG6v09PRq+y5cuFAmk8nu4elJ6ZGfq8xi1aKNtjKFSXHtZeKmlHXr0Ebp3/2lDx+Vis5IQV2k5I+koa9JPiFGRwcAAOqBBlUDfcOGDRo0aJBdW0JCgjZs2GBQRKhLt/dsrdZ+XjqZV6yl6cxCBwAAqEnvvvuuUlJS9Mwzz2jr1q3q3r27EhISdPz48Wq38fHx0bFjxyoeBw9yv5qfa933x3XoVIF8PF11W4/WRofjPM5mScvvl+YnSFk7JE9f6ZYZ0v3rpPZ9jY4OAADUIw0qgZ6VlaWgoCC7tqCgIOXm5qqwsNDhNsXFxcrNzbV7oGFyczFrbHyEJGnuun0qPscsdAAAgJry4osvavTo0UpOTlbnzp01d+5ceXt7a/78+dVuYzKZFBwcXPGoPFbH5S1cb7vocPd1beXl7mJwNE6g+Ky0fpY0q5e0/V1JJqlnkvTgVqn3aMnF1egIAQBAPdOgEui/xPTp0+Xr61vxaNu2rdEh4SrcGdNGwT6eysot0ntbjhgdDgAAQKNQUlKiLVu22H3b02w2a9CgQZf8tmdeXp7at2+vtm3b6rbbbtOuXbsuuR8mt9jbdyJPX3x/QiaTdE+f9kaH03id2idtnCu9NUR6Pkz65CmpJE9q3UsanSr99mWpSYDRUQIAgHqqQSXQg4ODlZ2dbdeWnZ0tHx8feXl5Odxm0qRJysnJqXgcPny4LkJFLfFwddGY/uGSpDlr96q0zGJwRAAAAA3fyZMnVVZW5vDbnllZWQ636dixo+bPn6///ve/evvtt2WxWNS3b18dOVL9JAcmt9grr30+oGOg2rdoYnA0jUhZqXTgK1ui/JXe0svR0uo/S/s+lyylkn+49NtXpD9+akuiAwAAXEKD+n5aXFycPvzwQ7u2NWvWKC4urtptPDw85OHhUduhoQ4Nu66dZn++R0dOF+r9b37UnTHO/YcXAACAEeLi4uzG4X379lVUVJTmzZunadOmOdxm0qRJSklJqVjOzc112iR6fvE5vfe17WJDUt9QY4NpDApOSXs+lb5fbfu/KOfCOrOr1C5OuiZBumaw1CJS4matAADgChmaQM/Ly9OePXsqlvfv369t27bJ399f7dq106RJk/Tjjz/qrbfekiQ98MADeuWVV/T444/rvvvu02effab//Oc/+uCDD4w6BBjAy91Fo28I1/SPduvVtXv1u55t5GJmAAwAAPBLBQQEyMXFxeG3PYODg6/oNdzc3BQdHW03vq+MyS0XrPjmR50tPqewgCa6IZLyIT+b1Sodz7AlzL//WDqSLlkv+naql7/U4Ve2pHnEQMnLz7BQAQBAw2ZoAv3rr7/WgAEDKpbLZ6MkJSVp4cKFOnbsmA4dOlSxPiwsTB988IEeeeQRzZw5U23atNHrr7+uhISEOo8dxrqnT3vNXbdX+0/ma9X2o7qtR2ujQwIAAGiw3N3d1atXL6WmpmrIkCGSJIvFotTUVE2YMOGKXqOsrEw7duzQLbfcUouRNg5Wq1VvbTggSbq3T3uZ6/tkEItFOpEhuXpKTYMkj6bGxFFaJB348nzS/BMp55D9+qAutoR5hwSpTYxk5qasAADg6hmaQI+Pj5fVaq12/cKFCx1u880339RiVGgImni46o/Xh2nGJ9/rlc/26NZurer/Hx4AAAD1WEpKipKSkhQTE6PevXvrpZdeUn5+vpKTkyVJI0aMUOvWrTV9+nRJ0rPPPqs+ffooMjJSZ86c0QsvvKCDBw9q1KhRRh5Gg7Bh30/6PjtP3u4uGtqrjdHhVO9slvTN29I3i6TTBy60uze1JdKbBZ//P0RqFiQ1Dbb/39Pv6kul5B6VfvjENst831qptODCOldPKezGC0lzP+csBwQAAGpXg6qBDlxsRN9Q/fuLffrheJ5W78rSLV1DjA4JAACgwbr77rt14sQJPf3008rKylKPHj20evXqihuLHjp0SGazuaL/6dOnNXr0aGVlZal58+bq1auX1q9fr86dOxt1CA3GW+ttNw+9Pbq1fL3cDI6mEkuZ9MMaaeubtqS1tczW7uYtySSV5ksledKpPOnU3ku/lqun1DSwUmL9/OPiNu8WUvnPlsUiHf3m/Czz1VLWdvvXbNbqQi3zsBsld+8afwsAAAAuZrJeagp4I5SbmytfX1/l5OTIx8fH6HBwlV5c871eTv1BUSE++vCh62XiZkAAAKCeYfxZPWd8b348U6gbnv9MFqv08cM3qmNwM6NDsjlzSNq6yDbj/OzRC+1t+0i9kqTOQ2zJ6uKz0tlsKS/LNkM9L/ui/49dWHfxTTwvx+wqNQm0JdRzjkj5Jy5aaZJa97IlzK9JkIK7cgNQAADwi/zSsScz0NGg3dcvVG98uU8Zx3KVmnFcgzoHGR0SAAAAUK3Fmw7KYpXiwlsYnzwvK5UyP5S2vCnt/UzS+blVXv5S999LPUdIgZ3st/FoZnsERF76tUsLzyfVy5Ptlf8//yg4KVnO2ZL25Yl792ZS5EBb0jzyZqlpyxo/dAAAgCtFAh0Nmp+3u+6NC9XcdXs167MfdFNUILPQAQAAUC8VlZZpSfphSVJS3/bGBfLTXluJlm2L7Wd7h/W3zTbv9BvJ1ePq9uHmJTUPtT0upaxUyjt+Ibnu0dQ2693V/er2DwAAUENIoKPBG3VDmBau369vj+Toix9Oqv81zFABAABA/fPhjmM6lV+iEF9PDYqq429OlhZJGSttifMDX15obxok9Rgu9bxX8g+v25gkycVN8m1tewAAANRDJNDR4AU09dDw2PZ646v9mpX6g27sEMAsdAAAANQ7b64/IEm6p097ubqYL925phzPsJVo2b5UKjxtazOZpchBUs8kW11xl3p2I1MAAIB6hAQ6GoUxN4Zr0caD+vrgaW3Y95P6RgQYHRIAAABQYdvhM/r2SI7cXcy6+7q2tbuzknxp53LbbPMjmy+0+7SxzTSPvkfybVO7MQAAADQSJNDRKAT6eGrYdW311oaDeuWzPSTQAQAAUK+8dX72+W+6hSig6VXWF6/O0W9ss813vCeVnLW1mV2ljolSz5FSxADJ7FI7+wYAAGikSKCj0RjTP0JL0g9p/d6ftOXgKfVq7290SAAAAIBO5hVr1fZjkqSkvqE1++JFudKO/9gS51nbL7T7h0s9R0jd/yA1q+N66wAAAI0ICXQ0Gq39vDS0Zxst3XxYL6fu0Zv39TY6JAAAAEDvbj6skjKLurf1U/e2fjXzoj/tldL/LX3ztlSSZ2tzcZeifiv1SpLaXy+Z66jOOgAAQCNGAh2Nyrj4SC3bckTrvj+hbw+fqbk/UAAAAIBf4FyZRW9vPChJSoprf3UvZrVK+9dJG+dK36+WZLW1B3SUeo2Uug+TvPkWJgAAQE0igY5GpV0Lb93Wo5WWb/1Rsz7bo9eTYowOCQAAAE5szXfZOpZTpBZN3HVL15Bf9iKlhdL2/0ib5krHv7vQ3iFB6vOAFD5AMplqJmAAAADYIYGORmf8gEit+OZHfZqRre+O5qpzKx+jQwIAAICTenPDAUnSsN5t5en2M2/gmXtU2vy69PUCqfCUrc2tiRQ9XOo9RgqIrNlgAQAAUAUJdDQ6ES2b6jfdWmnlt0c1+/M9mj28p9EhAQAAwAllZp3Vxn2n5GI2aXjszyjfcuRraeMc6bv3Jcs5W5tfO1vSPPoeycuvNsIFAACAAyTQ0SiNHxChld8e1Yc7j2nP8bOKDGxmdEgAAABwMm+dn33+q85BauXndenOZaXSd/+1lWk5svlCe/vrbWVaOt4imX/mDHYAAABcNRLoaJQ6Bfso4dogfbwrW698tkcvDYs2OiQAAAA4kZzCUi3f+qMkaURcaPUdC05JWxZI6a9LZ4/a2lzcpa53SrEPSCHdaj9YAAAAVIsEOhqtBwd20Me7svW/b49q4qBrFBbQxOiQAAAA4CQ+/S5bhaVl6hDYVH3C/at2OJ5hK9Oy/V3pXJGtrUmgdN0oKSZZahpYtwEDAADAIRLoaLS6tPbVwE6B+mz3cb36+R69cGd3o0MCAACAk0jbe1KSNKhzkEwmk63RYpF++ETaNEfat/ZC55DuUp9x0rW3S64edR8sAAAAqkUCHY3agwMj9dnu41rxzY966KYOauvvbXRIAAAAaOSsVqvS9tgS6P0iAqTis9K2xdKmedKpvbZOJrMUdasUO1Zq10cqT7IDAACgXiGBjkYtul1z3dAhQF/+cFJz1u3V327vanRIAAAAaOT2nshXdm6xwl1Pqs8PM6T33pGKc20rPX2lnklS79GSXztjAwUAAMBlkUBHo/fgwA768oeTeu/rI3pwYKRCfL2MDgkAAACN2Pq9JxVn3qW3XP8h1/RSW2OLDlKfB6Tuv5fcuTcPAABAQ2E2OgCgtvUO81fvMH+VlFk0b90+o8MBAABAI/dN5n79022O3FQqtYuThv+fND7ddoNQkucAAAANCgl0OIWHBnaQJC1JP6TjZ4sMjgYAAACNVZnFqpsPvKBWplMq8gmT7vk/qcMgycyfXgAAAA0Rozg4hX6RLRTdzk/F5yx6/cv9RocDAACARurIF2/pFqXpnNUs1zteY8Y5AABAA0cCHU7BZDJVzEJ/e+NBncovMTgiAAAANDo5RxT85ZOSpA+a3yvXdtcZHBAAAACuFgl0OI34ji3VtbWvCkrK9MZX1EIHAABADbJYpBUPyKMsT99YInWm14NGRwQAAIAaQAIdTsNkMmnCwEhJ0pvrDyqnoNTgiAAAANBobHxVOvClCqweeqR0rPpeE2x0RAAAAKgBJNDhVG6OClLHoGbKKz6nhesPGB0OAAAAGoPsXVLqVEnStHP3qKBpqCIDmxocFAAAAGoCCXQ4FbP5wiz0+Wn7dbaIWegAAAC4CqVF0v+NlspKtLf59VpSNlB9I1rIZDIZHRkAAABqAAl0OJ1buoYovGUT5RSWatHGg0aHAwAAgIbss2nS8V2Sd4CeNY+VZFLfyACjowIAAEANIYEOp+NiNmnCANss9Ne/3K+CknMGRwQAAIAGaf8X0obZkqSCxJf05VHbrPN+JNABAAAaDRLocEq/7d5K7Vt461R+iRZvOmR0OAAAAGhoCs9IK8ZKsko9k5Tm0lsWqxQW0ESt/byMjg4AAAA1hAQ6nJKri1nj4iMkSfO+2Kei0jKDIwIAAECD8uGjUu4RyT9cSvib0vaclCT1jWhhcGAAAACoSSTQ4bRuj26j1n5eOnG2WEvTmYUOAACAK7TjPWnHMsnkIt3+b8mjqdbvtSXQKd8CAADQuJBAh9NydzVr7PlZ6C9/tkc5haUGRwQAAIB6L+eI9EGK7fmNj0ptr9Pxs0X6PjtPJpMUF84MdAAAgMaEBDqc2rDr2ioysKlO5Zdo9ud7jA4HAAAA9ZnFIr0/VirKkVr1lG58TJK0fs9PkqTOIT5q3sTdyAgBAABQw1yNDgAwkquLWX/5dZSSF2zWwrQDGh7bTu1bNDE6LAAAANRHm+ZI+7+Q3Lyl370mubhJUkX98+sp3wIAQJ0oKytTaSmVBFCVu7u7zOaanTNOAh1OL/6alrqhQ4C+/OGk/v7Rbs25p5fRIQEAAKC+yf5O+nSq7fmvnpMCIiVJVqtV6/faZqD3JYEOAECtslqtysrK0pkzZ4wOBfWU2WxWWFiY3N1r7luBJNDh9Ewmk576dWclzvxCH+3M0qZ9PymW2pUAAAAod65YWj5aKiuWOiRIMfdVrDr4U4F+PFMoNxeTrgttbmCQAAA0fuXJ88DAQHl7e8tkMhkdEuoRi8Wio0eP6tixY2rXrl2N/XyQQAckdQxupt/3bqd3Nh3Scx9k6L/j+8ls5pcwAAAAJH32nJS9U/JuIf12lnTRH2Npe23lW6LbNZe3O39eAQBQW8rKyiqS5y1aMPERjrVs2VJHjx7VuXPn5ObmViOvyU1EgfMeufkaNfNw1Y4fc7Timx+NDgcAAAD1wYGvpPWzbM9/O0tqFmS3urz+eb8IyrcAAFCbymuee3t7GxwJ6rPy0i1lZWU19pok0IHzApp6aPxAWy3Lf3y8WwUl5wyOCAAAoG7Nnj1boaGh8vT0VGxsrNLT069ou6VLl8pkMmnIkCG1G2BdK8qRVjwgySpF3yt1+rXdaovFqg3n65/3i2QmHAAAdYGyLbiU2vj5IIEOXGRk31C19fdSdm6x5q3bZ3Q4AAAAdebdd99VSkqKnnnmGW3dulXdu3dXQkKCjh8/fsntDhw4oEcffVQ33HBDHUVahz58TMo5LDUPlQZPr7L6u2O5Ol1QqibuLure1q/OwwMAAEDto0gfcBFPNxc9MThK4xdv1bwv9ur3vdsp2NfT6LAAAABq3YsvvqjRo0crOTlZkjR37lx98MEHmj9/vp544gmH25SVlWn48OGaOnWqvvzyS505c6YOI65lO5dL29+VTGbpd69JHs2qdFl/vv55bHgLubkwNwkAAFS1bt06jRkzRp6e9vkli8Wi/v37a9asWYqNjVVxcXGVbfPy8rRr1y55eHjYtYeGhurgwYPV7jMpKUkLFy6skfgv9tBDDyktLU07d+5UVFSUtm3bdsn+zz//vBYtWiRXV/sUdElJif7yl7+oT58+SkxMdFiWJywsTCtWrNDtt9+u/fv3V1lfUFCgjz76SBEREVd1TFeCBDpQyS1dg3VdaHNtPnBa//h4t168q4fRIQEAANSqkpISbdmyRZMmTapoM5vNGjRokDZs2FDtds8++6wCAwP1xz/+UV9++eVl91NcXGz3x2Fubu7VBV5bco9Kqx6xPb/hT1Lb3g67pe2xlW/pG0H5FgAA4FhhYaGGDRumKVOm2LUfOHCgYpKCyWRymIyOj4+X1Wqt0r558+aKGt/r16/X0KFDlZmZKR8fH0mSl5dXzR7ERe677z5t2rRJ27dvv2zf06dP65VXXlF8fLxd+8KFC3X27FmVlpaqb9++DpP9ffr0kSQdO3bM4XszcuTIirr4tY1pEkAlJpNJT/26syRp+dYftf3IGWMDAgAAqGUnT55UWVmZgoLsb5AZFBSkrKwsh9t89dVXeuONN/Taa69d8X6mT58uX1/fikfbtm2vKu5aYbFI74+Vis5IraKl/n922K3knEXp+09JkvpFcgNRAABQd1q2bKng4GAFBwfL399fkhQYGFjRtnjxYkVERMjd3V0dO3bUokWL7LY3mUyaM2eOEhMT5eXlpfDwcL333nuX3e/LL7+s8ePHKzw8vFaOq74igQ440L2tn26Pbi1Jem5VhsOrfQAAAM7q7Nmzuvfee/Xaa68pIODKk8eTJk1STk5OxePw4cO1GOUvlD5P2rdWcvWylW5xcXPY7ZtDp1VYWqYWTdzVMahqeRcAAAAjrFixQhMnTtSf/vQn7dy5U2PGjFFycrI+//xzu36TJ0/W0KFD9e2332r48OEaNmyYMjIyDIq6fqOEC1CNxwd31Ec7jyn9wCmt3pmlxK4hRocEAABQKwICAuTi4qLs7Gy79uzsbAUHB1fpv3fvXh04cEC33nprRZvFYpEkubq6KjMz02E9Sg8Pjyo1POuV4xnSmmdszxOekwI6VNs1be/58i2RATKbTXURHQAAqMRqtaqwtMyQfXu5uchkqn9jgBkzZmjkyJEaN26cJCklJUUbN27UjBkzNGDAgIp+d955p0aNGiVJmjZtmtasWaNZs2bp1VdfNSTu+owEOlCNEF8v3X9jhF5O/UHTP9qtgVGB8nB1MTosAACAGufu7q5evXopNTVVQ4YMkWRLiKempmrChAlV+nfq1Ek7duywa3vqqad09uxZzZw5s36WZrmcc8XS/42WyoqlDr+SYv54ye7r99huINqP+ucAABimsLRMnZ/+2JB9f/dsgrzd619qNSMjQ/fff79dW79+/TRz5ky7tri4uCrL5bXGExMTK+5v0759e+3atav2Am4A6kUJl9mzZys0NFSenp6KjY1Venp6tX0XLlwok8lk96h8F1ugpoy5MVyBzTx06FSB3lx/wOhwAAAAak1KSopee+01vfnmm8rIyNDYsWOVn5+v5ORkSdKIESMqbjLq6empLl262D38/PzUrFkzdenSRe7u7kYeyi/z+V+l7B2Sdwvpt69Il5hRll98TtsOn5FE/XMAAND4vP7669q2bZu2bdumDz/80OhwDGf4ZZJ3331XKSkpmjt3rmJjY/XSSy8pISFBmZmZCgwMdLiNj4+PMjMzK5br49cl0Dg08XDVYwkd9dh72zUrdY+G9myjFk3r8deOAQAAfqG7775bJ06c0NNPP62srCz16NFDq1evrrix6KFDh2Q214v5NzXvwFdS2su257e+LDULumT39P2ndM5iVVt/L7X1966DAAEAgCNebi767tkEw/ZdH0VFRSktLU1JSUkVbWlpaercubNdv40bN2rEiBF2y9HR0ZKk1q1b102wDYThCfQXX3xRo0ePrpjZMnfuXH3wwQeaP3++nnjiCYfbmEwmh7UYgdowtGcbvbnhgHb+mKt/ffq9nhvS1eiQAAAAasWECRMclmyRpLVr115y24ULF9Z8QHWhKEda8YAkqxR9jxT1m8tu8lVF+RZmnwMAYCSTyVQvy6gY6bHHHtNdd92l6OhoDRo0SCtXrtTy5cv16aef2vVbtmyZYmJidP311+udd95Renq63njjjUu+9p49e5SXl6esrCwVFhZWlHzp3Llzw/wG4hUydApJSUmJtmzZokGDBlW0mc1mDRo0SBs2bKh2u7y8PLVv315t27bVbbfd5vR1eFC7zGaTnvq17Srd4k2H9H32WYMjAgAAQI358HEp57DUPFQa/Pcr2iTtfAK9L+VbAABAPTNkyBDNnDlTM2bM0LXXXqt58+ZpwYIFio+Pt+s3depULV26VN26ddNbb72lJUuWVJmlXtmoUaMUHR2tefPm6fvvv1d0dLSio6N19OjRWjwi4xl6iebkyZMqKyur+FpouaCgIO3evdvhNh07dtT8+fPVrVs35eTkaMaMGerbt6927dqlNm3aVOlfXFys4uLiiuXc3NyaPQg4hT7hLZRwbZA+3pWtv36QoTfv6210SAAAALhau1ZI25dKJrN0+78lj2aX3eRkXrF2Z9kmVPTlBqIAAMBg8fHxslqtdm1jx47V2LFjL7ldq1at9Mknn/ysfV3uG4mNVYMrYhgXF6cRI0aoR48e6t+/v5YvX66WLVtq3rx5DvtPnz5dvr6+FY+2bdvWccRoLCYlRsnNxaR135/Q2szjRocDAACAq5F7VFr5sO359SlSu9gr2mzD3p8kSZ2CmymAe+MAAAA0eobOQA8ICJCLi4uys7Pt2rOzs6+4xrmbm5uio6O1Z88eh+snTZqklJSUiuXc3FyS6PhFQgOaKCkuVK9/tV9//SBD10cGyNWlwV2DAgAAgMUivT9OKjojhfSQ4h3fe8mR9XvP1z+nfAsAALgCvr6+WrVqlVatWlVlXUKC7Qaofn5+iomJcbh9Q76Je5s2bfToo486XPfkk0/Ky8tLO3fudHjsXbva7kEYFRVV7Xvj5eVVc8FegqEJdHd3d/Xq1UupqakaMmSIJMlisSg1NbXamxdVVlZWph07duiWW25xuN7Dw0MeHswMQc148KYO+r+tR/TD8Twt2XxY9/Zpb3RIAAAA+LnS/y3t+1xy9ZJ+95rk4nbFm6btsc1A7xdJ+RYAAHB5cXFx+vrrry/ZZ/Xq1XUUjU3lki+15VI3qC93ufdmwYIFNRnSL2L4JYyUlBS99tprevPNN5WRkaGxY8cqPz9fycnJkqQRI0Zo0qRJFf2fffZZffLJJ9q3b5+2bt2qe+65RwcPHtSoUaOMOgQ4EV8vNz1y8zWSpH+t+V45haUGRwQAAICf5VyxtOEV2/NfTZNaXnPFmx4+VaBDpwrkajapdxgJdAAAAGdg6Ax0Sbr77rt14sQJPf3008rKylKPHj20evXqihuLHjp0yO6rCqdPn9bo0aOVlZWl5s2bq1evXlq/fv1l7xIL1JTf926nN9cf0N4T+Xr18z2adEuU0SEBAADgSrl6SKM/l7YslK77eZNw0vbYyrf0aOunph6G/ykFAACAOmCy1tWc/XoiNzdXvr6+ysnJkY+Pj9HhoIH6fPdxJS/cLHcXsz5N6a92LbyNDgkAANRTjD+r19DemweXfKOV3x7VQzd1UMrNVz5zHQAAXL2ioiLt379fYWFh8vT0NDoc1FOX+jn5pWNPw0u4AA1RfMeWuqFDgErKLJr+UYbR4QAAAKCWWa1WbSi/gWgE5VsAAACcBQl04BcwmUx66tedZTZJH+3M0qZ9PxkdEgAAAGpRZvZZncwrkZebi6LbNTc6HAAAANQREujAL9QxuJmG9W4nSXrugwxZLE5VDQkAAMCppO2xTZi4Lsxf7q78GQUAAOAsGPkBVyHl5mvU1MNVO37M0YpvfjQ6HAAAANSS8huIUr4FAADAuXDreOAqBDT10PgBkXp+9W794+PdSuwaLG93PlYAAACNSWmZpaJkX7/IAIOjAQAADcm6des0ZsyYKje0tFgs6t+/v2bNmqXY2FgVFxdX2TYvL0+7du2Sh4eHXXtoaKgOHjxY7T6TkpK0cOHCGon/Yg899JDS0tK0c+dORUVFadu2bZfs//zzz2vRokVydbXPlZWUlOgvf/mL+vTpo8TERHl7e1fZNiwsTCtWrNDtt9+u/fv3V1lfUFCgjz76SBEREVd1TFeCTB9wlZL7heqdTQd15HSh/v3FPj086BqjQwIAAEAN2n7kjPJLytTc202dQ3yMDgcAADQghYWFGjZsmKZMmWLXfuDAAT3xxBOSbPfac5SMjo+Pl9VatWTw5s2bVVZWJklav369hg4dqszMTPn42MYpXl5eNXsQF7nvvvu0adMmbd++/bJ9T58+rVdeeUXx8fF27QsXLtTZs2dVWlqqvn37Okz29+nTR5J07Ngxh+/NyJEjVVpa+ksO4WejhAtwlTzdXDQpMUqSNG/dPmXlFBkcEQAAAGpSef3zuIgWMptNBkcDAACcXcuWLRUcHKzg4GD5+/tLkgIDAyvaFi9erIiICLm7u6tjx45atGiR3fYmk0lz5sxRYmKivLy8FB4ervfee++y+3355Zc1fvx4hYeH18px1Vck0IEacEvXYMW0b67C0jL94+PdRocDAACAGlRe/7xvBOVbAACoV6xWqSTfmIeDmeH1wYoVKzRx4kT96U9/0s6dOzVmzBglJyfr888/t+s3efJkDR06VN9++62GDx+uYcOGKSMjw6Co6zdKuAA1wGQyafJvOuu22WlavvVHjewbqm5t/IwOCwAAAFepoOScth46LYn65wAA1DulBdLfWhmz7yePSu5NjNn3JcyYMUMjR47UuHHjJEkpKSnauHGjZsyYoQEDBlT0u/POOzVq1ChJ0rRp07RmzRrNmjVLr776qiFx12fMQAdqSPe2fro9urUk6blVGQ5rVAEAAKBh2XzgtErLrGrl66nQFlVvcAUAAFCfZGRkqF+/fnZt/fr1qzK7PC4urspyeZ/ExEQ1bdpUTZs21bXXXlu7ATcAzEAHatBjCR310c5jSj9wSqt3Zimxa4jRIQEAAOAqrD9fvqVfZIBMJuqfAwBQr7h522aCG7XvRur1119XYWGhJMnNzc3gaIzHDHSgBrXy89L9N9hupDD9o90qPldmcEQAAAC4Gml7LyTQAQBAPWMy2cqoGPGopxfWo6KilJaWZteWlpamzp0727Vt3LixynJUVJQkqXXr1oqMjFRkZKTat29fuwE3AMxAB2rYmP4RWrr5sA6dKtCb6w/o/hsjjA4JAAAAv8CZghLtOporSeob0cLgaAAAAC7vscce01133aXo6GgNGjRIK1eu1PLly/Xpp5/a9Vu2bJliYmJ0/fXX65133lF6erreeOONS772nj17lJeXp6ysLBUWFmrbtm2SpM6dO8vd3b22DslwJNCBGtbEw1WPJnTU4+9t16zUPRras41aNPUwOiwAAAD8TBv2/iSrVeoQ2FSBPp5GhwMAAHBZQ4YM0cyZMzVjxgxNnDhRYWFhWrBggeLj4+36TZ06VUuXLtW4ceMUEhKiJUuWVJmlXtmoUaO0bt26iuXo6GhJ0v79+xUaGlrTh1JvkEAHasEdPdvozfUHtOtorl769AdNG9LF6JAAAADwM321h/ItAACgfouPj5fVarVrGzt2rMaOHXvJ7Vq1aqVPPvnkZ+1r7dq1Pze8RoEa6EAtMJtNeurXtqt2i9MP6YfsswZHBAAAgJ9r/d6fJJFABwAAcGbMQAdqSVxEC/2qc5A++S5bz32QoTfv6210SAAAALhCR88Uav/JfJlNUmy4v9HhAACABsrX11erVq3SqlWrqqxLSEiQJPn5+SkmJsbh9mZzw53/3KZNGz366KMO1z355JPy8vLSzp07HR57165dJdluilrde+Pl5VVzwV4CCXSgFj15S5Q+zzyudd+f0NrM44rvGGh0SAAAALgCaefLt3Rr4ycfTzeDowEAAA1VXFycvv7660v2Wb16dR1FY1O55EttmTBhgiZMmHDJPpd7bxYsWFCTIf0iDfcSBtAAhAY0UVJcqCTp2ZXf6WResbEBAQAA4IpcKN/SwuBIAAAAYCQS6EAte3BgB7Vs5qF9J/N119wNOnK6wOiQAAAAcAlWq7ViBnq/COqfAwAAODMS6EAt8/V207v391FrPy/tO5mvO+du0J7j3FQUAACgvtpzPE/HzxbLw9Wsnu2bGx0OAAAADEQCHagD4S2b6r2xcYpo2UTHcop059wN2nb4jNFhAQAAwIHy2efXhfrL083F4GgAAABgJBLoQB0J8fXSsgf6qnsbX50uKNUfXttY8ccZAAAA6o+08/XP+1L/HAAAwOmRQAfqkH8Td70zuo/6RbZQQUmZkhds1uqdx4wOCwAAAOedK7No477zNxCl/jkAAIDTI4EO1LGmHq6aP/I6Db42WCVlFo17Z6ve3XzI6LAAAAAgaefRXJ0tOicfT1d1ae1rdDgAAAAwmKvRAQDOyMPVRbOH99STy3fo3a8P68//t0NnCko1pn+E0aEBAAA4tfISe33CW8jFbDI4GgAA0NCtW7dOY8aMkaenp127xWJR//79NWvWLMXGxqq4uLjKtnl5edq1a5c8PDzs2kNDQ3Xw4MFq95mUlKSFCxfWSPwXM5mqjo2WLFmiYcOGOez/4IMPat26dTKb7edwFxUVad68eZJU4+9NbSCBDhjExWzS34d2lV8TN81bt0/TP9qtUwUlemJwJ4e/kAAAAFD7yhPo/SIp3wIAAK5eYWGhhg0bpilTpti1HzhwQE888YQkW2J627ZtVbaNj4+X1Wqt0r5582aVlZVJktavX6+hQ4cqMzNTPj4+kiQvL6+aPYiLLFiwQIMHD65Y9vPzq7bviRMn9L///U+hoaF27VOmTFFhYaEk1fh7Uxso4QIYyGQyaVJilJ5I7CRJmrdunyYt36EyS938AgAAAMAFRaVl+vrgaUkk0AEAQP3VsmVLBQcHKzg4WP7+/pKkwMDAirbFixcrIiJC7u7u6tixoxYtWmS3vclk0pw5c5SYmCgvLy+Fh4frvffeu6J9+/n5VewnODi4yuzxxogEOlAPPNA/Qn//XVeZTdLSzYc1YfFWFZ8rMzosAAAAp7Ll4GmVnLMoyMdDES2bGB0OAAC4DKvVqoLSAkMedTX7+edasWKFJk6cqD/96U/auXOnxowZo+TkZH3++ed2/SZPnqyhQ4fq22+/1fDhwzVs2DBlZGRc9vXHjx+vgIAA9e7dW/Pnz6+370NNooQLUE8M691Ovl5umrh0mz7amaWzC7/WvHt7qYkHH1MAAIC6UFG+JSKAknoAADQAhecKFbs41pB9b/rDJnm7eRuy70uZMWOGRo4cqXHjxkmSUlJStHHjRs2YMUMDBgyo6HfnnXdq1KhRkqRp06ZpzZo1mjVrll599dVqX/vZZ5/VwIED5e3trU8++UTjxo1TXl6eHnroodo9KIMxAx2oRxK7hmj+yOvk7e6ir/ac1B9e36TT+SVGhwUAAJzE7NmzFRoaKk9PT8XGxio9Pb3avsuXL1dMTIz8/PzUpEkT9ejRo8rXgxuatL0/SZL6Ur4FAAA0UBkZGerXr59dW79+/arMLo+Li6uyXN4nMTFRTZs2VdOmTXXttddW9Jk8ebL69eun6Oho/fnPf9bjjz+uF154oZaOpP5gaitQz1zfIUCLR/dR8oJ0fXv4jO6ct0GL/thbIb61dwMIAACAd999VykpKZo7d65iY2P10ksvKSEhQZmZmQoMDKzS39/fX3/5y1/UqVMnubu7a9WqVUpOTlZgYKASEhIMOIKrk1NYqh1HzkiS+kW2MDYYAABwRbxcvbTpD5sM23dj9frrr1fc5NPNza3afrGxsZo2bZqKi4vl4eFRV+HVOWagA/VQj7Z+WvZAnIJ9PLXneJ7umLNB+07kGR0WAABoxF588UWNHj1aycnJ6ty5s+bOnStvb2/Nnz/fYf/4+HjdfvvtioqKUkREhCZOnKhu3brpq6++quPIa8bGfT/JYpXCWzZh4gIAAA2EyWSSt5u3IY/6Wu4tKipKaWlpdm1paWnq3LmzXdvGjRurLEdFRUmSWrdurcjISEVGRqp9+/bV7mvbtm1q3rx5o06eS8xAB+qtyMBmem9snO59I137T+brzrkb9OZ9vdWlta/RoQEAgEampKREW7Zs0aRJkyrazGazBg0apA0bNlx2e6vVqs8++0yZmZl6/vnnazPUWrP+ovrnAAAADdVjjz2mu+66S9HR0Ro0aJBWrlyp5cuX69NPP7Xrt2zZMsXExOj666/XO++8o/T0dL3xxhvVvu7KlSuVnZ2tPn36yNPTU2vWrNHf/vY3Pfroo7V9SIYjgQ7UY22ae2vZA3FKmp+uXUdz9ft/b9TrSTGKDedrxQAAoOacPHlSZWVlCgoKsmsPCgrS7t27q90uJydHrVu3VnFxsVxcXPTqq6/q5ptvrrZ/cXGxiouLK5Zzc3OvPvgaUl7/nPItAACgIRsyZIhmzpypGTNmaOLEiQoLC9OCBQsUHx9v12/q1KlaunSpxo0bp5CQEC1ZsqTKLPWLubm5afbs2XrkkUdktVoVGRlZ8Q3Gxo4EOlDPBTT10JL7+2jUm18rff8pjZifrtl/6KlBnYMuvzEAAEAtatasmbZt26a8vDylpqYqJSVF4eHhVf5AKzd9+nRNnTq1boO8Atm5RdpzPE8mk9SHiQoAAKABiY+Pl9VqtWsbO3asxo4de8ntWrVqpU8++eSK9zN48GANHjz4F8XY0FEDHWgAfDzd9NZ9vTUoKkjF5ywa8/YWLd96xOiwAABAIxEQECAXFxdlZ2fbtWdnZys4OLja7cxmsyIjI9WjRw/96U9/0h133KHp06dX23/SpEnKycmpeBw+fLjGjuFqpJ0v39Klla/8vN0NjgYAAAD1CTPQgQbC081Fc+/pqcf/b7uWb/1RKf/5VmcKSnXf9WFGhwYAABo4d3d39erVS6mpqRoyZIgkyWKxKDU1VRMmTLji17FYLHYlWirz8PColzeZSttjK9/Sl/ItAACghvn6+mrVqlVatWpVlXUJCQmSJD8/P8XExDjc3mxuuPOfIyIidMcddzhcV37sDeG9IYEONCCuLmbNuKO7/LzcNT9tv55d9Z3OFJTokZuvqbd3fwYAAA1DSkqKkpKSFBMTo969e+ull15Sfn6+kpOTJUkjRoxQ69atK2aYT58+XTExMYqIiFBxcbE+/PBDLVq0SHPmzDHyMH42q9Wq9XttM9Cvj+QGogAAoGbFxcXp66+/vmSf1atX11E0NpVLvtSWv/71r/rrX/96yT717b1xhAQ60MCYzSZN/k2U/Ju4acYn3+vlz/bodEGppv72WpnNJNEBAMAvc/fdd+vEiRN6+umnlZWVpR49emj16tUVNxY9dOiQ3Syf/Px8jRs3TkeOHJGXl5c6deqkt99+W3fffbdRh/CL7D+Zr2M5RXJ3MSumvb/R4QAAAKCeIYEONEAmk0kTBnaQr7e7nv7vTi3aeFBnCkv1zzu7y9214X61BwAAGGvChAnVlmxZu3at3fJzzz2n5557rg6iql1pe23lW3q295OXu4vB0QAAAKC+IdMGNGD39mmvmcOi5Wo2aeW3RzX6ra/1Q/bZOvsqDgAAQEO3/vwNRPtFUL4FAAAAVTEDHWjgftu9lXw8XTX27a1a9/0Jrfv+hNr6e+mmTkEa2ClQseH+8nBlNhUAAEBlZRar1u8tv4EoCXQAAABURQIdaATiOwZq6f199K9Pv9f6vT/p8KlCLVx/QAvXH5C3u4tu6BCgmzoFKb5TSwU28zQ6XAAAgHrhu6O5yiksVVMPV3Vv42t0OAAAAKiHSKADjUT3tn5amNxbBSXnlLbnJ322O1upGcd1/GyxPt6VrY93Zdv6tfHVwE5BuikqUNe28pHJxI1HAQCAc0rbayvf0ifcX64uVLcEAABAVSTQgUbG291VN3cO0s2dg2SxWPXdsVylZhzXZ7uz9e2RnIrHvz79XkE+HhrYKVADOwWpX2QLebvzKwEAADiPtPP1z/tS/xwAAADVIFsGNGJms0ldWvuqS2tfTRzUQcdzi7Q284RSd2fryx9OKju3WEvSD2tJ+mG5u5rVN6KFbuoUqAGdAtWmubfR4QMAANSa4nNl2nzglCSpH/XPAQBALVm3bp3GjBkjT0/7kroWi0X9+/fXrFmzFBsbq+Li4irb5uXladeuXfLw8LBrDw0N1cGDB6vdZ1JSkhYuXFgj8V/MURWDJUuWaNiwYQ77P/jgg1q3bp3MZvtv+hUVFWnevHmSVOPvTW0ggQ44kUAfT911XVvddV1bFZ8r06Z9p/TZ7uP6NCNbR04Xam3mCa3NPCH9d5c6BTfTwE6BuikqUD3aNpeLmVIvAACg8fjm0BkVlVoU0NRD1wQ1NTocAADQSBUWFmrYsGGaMmWKXfuBAwf0xBNPSLIlprdt21Zl2/j4eFmt1irtmzdvVllZmSRp/fr1Gjp0qDIzM+Xj4yNJ8vLyqtmDuMiCBQs0ePDgimU/P79q+544cUL/+9//FBoaatc+ZcoUFRYWSlKNvze1gUJ/gJPycHXRjde01JTfXqsvHx+gNY/cqCcSO6l3qL/MJml31lm9unavhs7ZoJjn1ijl3W1atf2ocotKjQ4dAADgql0o39KCe8IAAIAGpWXLlgoODlZwcLD8/f0lSYGBgRVtixcvVkREhNzd3dWxY0ctWrTIbnuTyaQ5c+YoMTFRXl5eCg8P13vvvXdF+/bz86vYT3BwcJXZ441RvZiBPnv2bL3wwgvKyspS9+7dNWvWLPXu3bva/suWLdPkyZN14MABdejQQc8//7xuueWWOowYaFxMJpM6BDVTh6BmeqB/hM4UlGjd9yeUmnFcazOP63RBqZZ/86OWf/OjXM0mtfP3lq+3m5p7u8vPy+3Cc283+Z1v8zvf5uvtpmYervxhCgAA6pXyBPr1lG8BAKDBslqtsp6fyVzXTF5e9TLXsWLFCk2cOFEvvfSSBg0apFWrVik5OVlt2rTRgAEDKvpNnjxZf//73zVz5kwtWrRIw4YN044dOxQVFXXJ1x8/frxGjRql8PBwPfDAA0pOTq6X70NNMjyB/u677yolJUVz585VbGysXnrpJSUkJCgzM1OBgYFV+q9fv16///3vNX36dP3mN7/R4sWLNWTIEG3dulVdunQx4AiAxsfP21239Wit23q01rkyi7YcPK3Pdh9X6u7j2nM8T/tO5v+s13Mxm+wT7V7nE+3ebrbnTSol3b3c5OPpJrNZMptMcjGbZDJJLiaTzCbb88b+yxkAANSes0Wl+vZIjiSpb2QLg6MBAAC/lLWwUJk9exmy745bt8jkXf/uHzdjxgyNHDlS48aNkySlpKRo48aNmjFjhl0C/c4779SoUaMkSdOmTdOaNWs0a9Ysvfrqq9W+9rPPPquBAwfK29tbn3zyicaNG6e8vDw99NBDtXtQBjM8gf7iiy9q9OjRSk5OliTNnTtXH3zwgebPn19R6+ZiM2fO1ODBg/XYY49JunCCX3nlFc2dO7dOYwecgauLWbHhLRQb3kKTbonS4VMFOnqmUKcLSpVTWKIzBaWVntv+P1NQqjOFJSoqtajMYtVP+SX6Kb9E0s9LvlfHbLIl180mU0Wi3faw3TzVxWSS6fyyi/lC4t3u+fnk/MUP1/PrXV3O/282ycVslotZcjWb7fubTHJxuWibyq9z/n9TedJf5f/LblmyXRC40K6LtrE1Vt7m4uXz/+zeC8n+PSm/6FDdsrliHxfeQ7vlSsdQWcVxyFS17aL+5evt26r2k8rjdHDsl2q3e3/Ov0b5e+SovXIslY7jwvKFizYXx1tXF3Iq13VzVOaNC0sAcOXS959SmcWq9i28uXE6AABoVDIyMnT//ffbtfXr108zZ860a4uLi6uyXF5rPDExUV9++aUkqX379tq1a5ck26z1ctHR0crPz9cLL7xAAr02lZSUaMuWLZo0aVJFm9ls1qBBg7RhwwaH22zYsEEpKSl2bQkJCXr//fdrM1QA57X191Zb/yv/Q7OotKwimW5LrF9Iup8pLFHORUn3nELb89MFpSo5Z7nk61qsksVqlWSVyq7yoIAaUnHRQ1WT2VWS4JW2rel7n9hdjNGFCwwyVboIUOmig+2ijf2FnPNNFRdSdH4bs6PtK13MMDt4zYu300WvazJdeB+sVtt7VP6+VbTLareu4m1z0Gbrd75/tRcdbLFcfMHmUrGW9zGb7Y9dFX3t3/PadvFFq0orrqTJ8QWx6l7zPKsuf0GnSpO18mL1P/AV+6/0s1q+rvLFOUcX9irOpap+LlNuvkZdWvtWu384h7Q9P0mS+kZQvgUAgIbM5OWljlu3GLbvxur111+vuMmnm5tbtf1iY2M1bdo0FRcXy8PDo67Cq3OGJtBPnjypsrIyBQUF2bUHBQVp9+7dDrfJyspy2D8rK8th/+LiYhUXF1cs5+bmXmXUAH4OTzcXBfu6KNj3591UorTMNnPdej5RXma1ymq58NxitcpyfrnKc6u1IsFu9xoWW7v1/POy89uVWa0qs1h0rsy27TnL+fUW++dlldotVqvOldm2LSvfrsx6/vXO9znf35bYO580qpToq5IMvCjpJ1VKAqo8WVU1iVh+nNX+L1W8N9aL2suXL7mNpWpislx5q31b1X66ZD+rXZv1ohgdHuNF71PF8VTZX90rj7diwUAVsdjFYfAbBNQDI/uGGh0C6oHy+uf9KN8CAECDZjKZ6mUZFSNFRUUpLS1NSUlJFW1paWnq3LmzXb+NGzdqxIgRdsvR0dGSpNatW1/RvrZt26bmzZs36uS5VA9KuNS26dOna+rUqUaHAeBncnMxy83F6CjQEDlKvJdfFLCtL//2QtUEvl3i/6IZzxVt1WxjrdT34v+qzOWtPFPWwWzfKrNpq6yvOru98qzrCxdqqs7atjseB+svvlBzoY/9RZqLZ3ZX3t5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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
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     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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